Face Generation

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data

You'll be using two datasets in this project:

  • MNIST
  • CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

In [1]:
data_dir = './data'

# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data
Found celeba Data

Explore the Data

MNIST

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

In [2]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
Out[2]:
<matplotlib.image.AxesImage at 0x7f9974d16cc0>

CelebA

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

In [3]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
Out[3]:
<matplotlib.image.AxesImage at 0x7f9974c69a90>

Preprocess the Data

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network

You'll build the components necessary to build a GANs by implementing the following functions below:

  • model_inputs
  • discriminator
  • generator
  • model_loss
  • model_opt
  • train

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU

In [4]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.8.0
Default GPU Device: /device:GPU:0

Input

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

  • Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
  • Z input placeholder with rank 2 using z_dim.
  • Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

In [5]:
import problem_unittests as tests

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    # TODO: Implement Function

    
    inputs_real = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels), name='input_real')
    inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='input_z')

    learn_rate = tf.placeholder(tf.float32, name='learn_rate')
    
    return inputs_real, inputs_z , learn_rate

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed

Discriminator

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).

In [6]:
def discriminator(images, reuse=False):
    """
    Create the discriminator network
    :param images: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    # TODO: Implement Function
    alpha = 0.2
    with tf.variable_scope('discriminator', reuse=reuse):
        # Input layer is 28x28x3
        x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same')
        relu1 = tf.maximum(alpha * x1, x1)
        # 14x14x64
        
        x2 = tf.layers.conv2d(relu1, 128, 5, strides=2, padding='same')
        bn2 = tf.layers.batch_normalization(x2, training=True)
        relu2 = tf.maximum(alpha * bn2, bn2)
        # 7x7x128
        
        x3 = tf.layers.conv2d(relu2, 256, 5, strides=2, padding='same')
        bn3 = tf.layers.batch_normalization(x3, training=True)
        relu3 = tf.maximum(alpha * bn3, bn3)
        # 4x4x256

        # Flatten it
        flat = tf.reshape(relu3, (-1, 4*4*256))
        logits = tf.layers.dense(flat, 1)
        out = tf.sigmoid(logits)
        
        return out, logits


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed

Generator

Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

In [7]:
def generator(z, out_channel_dim, is_train=True):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """
    # TODO: Implement Function
    alpha = 0.2
    with tf.variable_scope('generator', reuse= not is_train):
        # First fully connected layer
        x1 = tf.layers.dense(z, 2*2*512)
        
        # Reshape it to start the convolutional stack
        x1 = tf.reshape(x1, (-1, 2, 2, 512))
        x1 = tf.layers.batch_normalization(x1, training=is_train)
        x1 = tf.maximum(alpha * x1, x1)
        
        
        x2 = tf.layers.conv2d_transpose(x1, 256, 5, strides=2, padding='valid')
        x2 = tf.layers.batch_normalization(x2, training=is_train)
        x2 = tf.maximum(alpha * x2, x2)
      
        
        x3 = tf.layers.conv2d_transpose(x2, 128, 5, strides=2, padding='same')
        x3 = tf.layers.batch_normalization(x3, training=is_train)
        x3 = tf.maximum(alpha * x3, x3)
 
        
        # Output layer
        logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 5, strides=2, padding='same')
    
        
        out = tf.tanh(logits)
        
        return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed

Loss

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

  • discriminator(images, reuse=False)
  • generator(z, out_channel_dim, is_train=True)
In [12]:
def model_loss(input_real, input_z, out_channel_dim):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
    # TODO: Implement Function
    #alpha = 0.2
    g_model = generator(input_z, out_channel_dim)
    d_model_real, d_logits_real = discriminator(input_real)
    d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)

    d_loss_real = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)))
    d_loss_fake = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
    g_loss = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))

    d_loss = d_loss_real + d_loss_fake
    
    return d_loss, g_loss

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed

Optimization

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

In [13]:
def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    # TODO: Implement Function
    t_vars = tf.trainable_variables()
    d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
    g_vars = [var for var in t_vars if var.name.startswith('generator')]

    # Optimize
    with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
        d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
        g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)

    return d_train_opt, g_train_opt


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed

Neural Network Training

Show Output

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

In [14]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

Train

Implement train to build and train the GANs. Use the following functions you implemented:

  • model_inputs(image_width, image_height, image_channels, z_dim)
  • model_loss(input_real, input_z, out_channel_dim)
  • model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

In [15]:
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """
    # TODO: Build Model
    n_samples, width, height, channels = data_shape
    input_real, input_z, learn_rate = model_inputs(width, height, channels, z_dim)
    d_loss, g_loss = model_loss(input_real, input_z, channels)
    d_opt, g_opt = model_opt(d_loss, g_loss, learn_rate, beta1)
    
    steps = 0
    show_every =100
    print_every = 10
    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
            for batch_images in get_batches(batch_size):
                batch_images *= 2
                # TODO: Train Model
                steps += 1
                # Sample random noise for G
                batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))

                # Run optimizers
                _ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z, learn_rate: learning_rate})
                _ = sess.run(g_opt, feed_dict={input_real: batch_images, input_z: batch_z, learn_rate: learning_rate})

                if steps % show_every == 0:
                    n_images = 16
                    show_generator_output(sess, n_images, input_z, channels, data_image_mode)

                if steps % print_every == 0:
                    train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
                    train_loss_g = g_loss.eval({input_z: batch_z})

                    print("Epoch {}/{}...".format(epoch_i, epoch_count),
                          "Discriminator Loss: {:.4f}...".format(train_loss_d),
                          "Generator Loss: {:.4f}".format(train_loss_g))

MNIST

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

In [16]:
batch_size = 32
z_dim = 100
learning_rate = 0.0001
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 5

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 0/5... Discriminator Loss: 0.7046... Generator Loss: 0.9460
Epoch 0/5... Discriminator Loss: 0.3665... Generator Loss: 1.5449
Epoch 0/5... Discriminator Loss: 0.3662... Generator Loss: 1.8970
Epoch 0/5... Discriminator Loss: 0.5571... Generator Loss: 3.7271
Epoch 0/5... Discriminator Loss: 0.2926... Generator Loss: 1.7817
Epoch 0/5... Discriminator Loss: 0.7351... Generator Loss: 4.8604
Epoch 0/5... Discriminator Loss: 0.6960... Generator Loss: 1.3939
Epoch 0/5... Discriminator Loss: 1.0830... Generator Loss: 0.5221
Epoch 0/5... Discriminator Loss: 0.3240... Generator Loss: 2.1808
Epoch 0/5... Discriminator Loss: 0.3969... Generator Loss: 1.8689
Epoch 0/5... Discriminator Loss: 0.4111... Generator Loss: 1.8683
Epoch 0/5... Discriminator Loss: 0.2772... Generator Loss: 3.9101
Epoch 0/5... Discriminator Loss: 0.2767... Generator Loss: 2.6979
Epoch 0/5... Discriminator Loss: 0.1354... Generator Loss: 2.7041
Epoch 0/5... Discriminator Loss: 0.3557... Generator Loss: 1.9391
Epoch 0/5... Discriminator Loss: 0.1348... Generator Loss: 2.9576
Epoch 0/5... Discriminator Loss: 0.1856... Generator Loss: 2.7871
Epoch 0/5... Discriminator Loss: 0.2727... Generator Loss: 2.4025
Epoch 0/5... Discriminator Loss: 0.1263... Generator Loss: 2.8423
Epoch 0/5... Discriminator Loss: 0.1853... Generator Loss: 2.3881
Epoch 0/5... Discriminator Loss: 0.1142... Generator Loss: 3.1376
Epoch 0/5... Discriminator Loss: 0.1299... Generator Loss: 2.9582
Epoch 0/5... Discriminator Loss: 0.1156... Generator Loss: 3.0997
Epoch 0/5... Discriminator Loss: 0.1214... Generator Loss: 3.0090
Epoch 0/5... Discriminator Loss: 0.1162... Generator Loss: 3.2797
Epoch 0/5... Discriminator Loss: 0.2371... Generator Loss: 2.2430
Epoch 0/5... Discriminator Loss: 0.1595... Generator Loss: 3.0597
Epoch 0/5... Discriminator Loss: 0.0991... Generator Loss: 3.4237
Epoch 0/5... Discriminator Loss: 0.0954... Generator Loss: 3.0576
Epoch 0/5... Discriminator Loss: 0.1064... Generator Loss: 2.9826
Epoch 0/5... Discriminator Loss: 0.1192... Generator Loss: 4.1447
Epoch 0/5... Discriminator Loss: 0.1214... Generator Loss: 2.7600
Epoch 0/5... Discriminator Loss: 0.2338... Generator Loss: 1.9646
Epoch 0/5... Discriminator Loss: 0.1860... Generator Loss: 2.2374
Epoch 0/5... Discriminator Loss: 0.2041... Generator Loss: 3.0807
Epoch 0/5... Discriminator Loss: 0.1031... Generator Loss: 3.7326
Epoch 0/5... Discriminator Loss: 0.1144... Generator Loss: 3.4287
Epoch 0/5... Discriminator Loss: 0.5077... Generator Loss: 6.1645
Epoch 0/5... Discriminator Loss: 0.3248... Generator Loss: 1.6820
Epoch 0/5... Discriminator Loss: 0.2273... Generator Loss: 2.2550
Epoch 0/5... Discriminator Loss: 0.1808... Generator Loss: 2.9944
Epoch 0/5... Discriminator Loss: 0.1755... Generator Loss: 2.7574
Epoch 0/5... Discriminator Loss: 0.3204... Generator Loss: 1.7417
Epoch 0/5... Discriminator Loss: 0.1036... Generator Loss: 3.2904
Epoch 0/5... Discriminator Loss: 0.1753... Generator Loss: 2.8376
Epoch 0/5... Discriminator Loss: 0.1025... Generator Loss: 3.7442
Epoch 0/5... Discriminator Loss: 0.2389... Generator Loss: 3.4421
Epoch 0/5... Discriminator Loss: 0.1292... Generator Loss: 2.9033
Epoch 0/5... Discriminator Loss: 0.1762... Generator Loss: 3.1299
Epoch 0/5... Discriminator Loss: 0.0684... Generator Loss: 3.6672
Epoch 0/5... Discriminator Loss: 0.1709... Generator Loss: 3.0624
Epoch 0/5... Discriminator Loss: 0.1962... Generator Loss: 2.7465
Epoch 0/5... Discriminator Loss: 0.8699... Generator Loss: 6.0987
Epoch 0/5... Discriminator Loss: 0.0947... Generator Loss: 3.4393
Epoch 0/5... Discriminator Loss: 0.3279... Generator Loss: 1.7767
Epoch 0/5... Discriminator Loss: 0.3502... Generator Loss: 1.8709
Epoch 0/5... Discriminator Loss: 0.3752... Generator Loss: 1.5232
Epoch 0/5... Discriminator Loss: 0.9975... Generator Loss: 6.5827
Epoch 0/5... Discriminator Loss: 0.4589... Generator Loss: 1.4296
Epoch 0/5... Discriminator Loss: 0.2985... Generator Loss: 3.0909
Epoch 0/5... Discriminator Loss: 0.3076... Generator Loss: 2.3576
Epoch 0/5... Discriminator Loss: 0.5978... Generator Loss: 4.1385
Epoch 0/5... Discriminator Loss: 0.2797... Generator Loss: 2.1418
Epoch 0/5... Discriminator Loss: 0.3843... Generator Loss: 1.6898
Epoch 0/5... Discriminator Loss: 0.1778... Generator Loss: 2.5731
Epoch 0/5... Discriminator Loss: 0.2627... Generator Loss: 2.6141
Epoch 0/5... Discriminator Loss: 0.2386... Generator Loss: 2.8340
Epoch 0/5... Discriminator Loss: 0.2239... Generator Loss: 3.5406
Epoch 0/5... Discriminator Loss: 0.0998... Generator Loss: 3.1257
Epoch 0/5... Discriminator Loss: 0.4699... Generator Loss: 1.6747
Epoch 0/5... Discriminator Loss: 0.3557... Generator Loss: 2.5881
Epoch 0/5... Discriminator Loss: 0.2571... Generator Loss: 2.9606
Epoch 0/5... Discriminator Loss: 0.2557... Generator Loss: 3.5478
Epoch 0/5... Discriminator Loss: 0.3669... Generator Loss: 2.0864
Epoch 0/5... Discriminator Loss: 0.5413... Generator Loss: 1.3019
Epoch 0/5... Discriminator Loss: 0.3906... Generator Loss: 1.8421
Epoch 0/5... Discriminator Loss: 0.3545... Generator Loss: 3.0980
Epoch 0/5... Discriminator Loss: 0.2849... Generator Loss: 2.6190
Epoch 0/5... Discriminator Loss: 0.3744... Generator Loss: 2.0621
Epoch 0/5... Discriminator Loss: 0.4129... Generator Loss: 2.2154
Epoch 0/5... Discriminator Loss: 0.4230... Generator Loss: 1.5937
Epoch 0/5... Discriminator Loss: 0.3754... Generator Loss: 2.6509
Epoch 0/5... Discriminator Loss: 0.4711... Generator Loss: 3.4478
Epoch 0/5... Discriminator Loss: 0.4794... Generator Loss: 1.5175
Epoch 0/5... Discriminator Loss: 0.7110... Generator Loss: 1.0057
Epoch 0/5... Discriminator Loss: 0.3941... Generator Loss: 2.1796
Epoch 0/5... Discriminator Loss: 0.3522... Generator Loss: 2.7522
Epoch 0/5... Discriminator Loss: 0.4204... Generator Loss: 2.0111
Epoch 0/5... Discriminator Loss: 0.4659... Generator Loss: 1.9522
Epoch 0/5... Discriminator Loss: 0.2768... Generator Loss: 2.2447
Epoch 0/5... Discriminator Loss: 0.4177... Generator Loss: 2.4093
Epoch 0/5... Discriminator Loss: 0.4954... Generator Loss: 1.8363
Epoch 0/5... Discriminator Loss: 0.5991... Generator Loss: 1.1311
Epoch 0/5... Discriminator Loss: 0.2844... Generator Loss: 2.7491
Epoch 0/5... Discriminator Loss: 0.6227... Generator Loss: 1.7591
Epoch 0/5... Discriminator Loss: 0.3755... Generator Loss: 2.5221
Epoch 0/5... Discriminator Loss: 0.7908... Generator Loss: 0.9832
Epoch 0/5... Discriminator Loss: 0.3998... Generator Loss: 1.8420
Epoch 0/5... Discriminator Loss: 0.6887... Generator Loss: 1.3163
Epoch 0/5... Discriminator Loss: 0.7509... Generator Loss: 1.1207
Epoch 0/5... Discriminator Loss: 0.5489... Generator Loss: 3.0284
Epoch 0/5... Discriminator Loss: 0.6239... Generator Loss: 1.7411
Epoch 0/5... Discriminator Loss: 0.5409... Generator Loss: 1.2817
Epoch 0/5... Discriminator Loss: 0.4965... Generator Loss: 1.6613
Epoch 0/5... Discriminator Loss: 0.3832... Generator Loss: 2.4399
Epoch 0/5... Discriminator Loss: 0.5116... Generator Loss: 1.5077
Epoch 0/5... Discriminator Loss: 1.3708... Generator Loss: 0.3597
Epoch 0/5... Discriminator Loss: 0.5545... Generator Loss: 1.3680
Epoch 0/5... Discriminator Loss: 0.5015... Generator Loss: 1.3793
Epoch 0/5... Discriminator Loss: 0.5004... Generator Loss: 1.5737
Epoch 0/5... Discriminator Loss: 0.8077... Generator Loss: 0.8255
Epoch 0/5... Discriminator Loss: 0.7063... Generator Loss: 1.0362
Epoch 0/5... Discriminator Loss: 0.4492... Generator Loss: 1.8329
Epoch 0/5... Discriminator Loss: 0.5763... Generator Loss: 1.1637
Epoch 0/5... Discriminator Loss: 0.8081... Generator Loss: 0.9498
Epoch 0/5... Discriminator Loss: 0.4954... Generator Loss: 1.5602
Epoch 0/5... Discriminator Loss: 0.4718... Generator Loss: 1.9679
Epoch 0/5... Discriminator Loss: 0.8374... Generator Loss: 0.7419
Epoch 0/5... Discriminator Loss: 0.5735... Generator Loss: 2.3992
Epoch 0/5... Discriminator Loss: 0.4681... Generator Loss: 1.4517
Epoch 0/5... Discriminator Loss: 0.5296... Generator Loss: 1.5091
Epoch 0/5... Discriminator Loss: 1.0605... Generator Loss: 3.5978
Epoch 0/5... Discriminator Loss: 1.0652... Generator Loss: 0.6069
Epoch 0/5... Discriminator Loss: 0.8905... Generator Loss: 0.8115
Epoch 0/5... Discriminator Loss: 0.5660... Generator Loss: 2.2209
Epoch 0/5... Discriminator Loss: 0.5793... Generator Loss: 1.3623
Epoch 0/5... Discriminator Loss: 0.4550... Generator Loss: 1.6366
Epoch 0/5... Discriminator Loss: 0.4795... Generator Loss: 1.8924
Epoch 0/5... Discriminator Loss: 0.5556... Generator Loss: 2.4881
Epoch 0/5... Discriminator Loss: 1.0058... Generator Loss: 3.1143
Epoch 0/5... Discriminator Loss: 0.7813... Generator Loss: 0.8433
Epoch 0/5... Discriminator Loss: 0.6163... Generator Loss: 1.8613
Epoch 0/5... Discriminator Loss: 0.6021... Generator Loss: 1.2099
Epoch 0/5... Discriminator Loss: 0.4905... Generator Loss: 2.1593
Epoch 0/5... Discriminator Loss: 0.5439... Generator Loss: 1.5096
Epoch 0/5... Discriminator Loss: 0.6315... Generator Loss: 1.0291
Epoch 0/5... Discriminator Loss: 0.4685... Generator Loss: 1.8844
Epoch 0/5... Discriminator Loss: 0.8698... Generator Loss: 0.8525
Epoch 0/5... Discriminator Loss: 1.1243... Generator Loss: 0.5277
Epoch 0/5... Discriminator Loss: 0.5101... Generator Loss: 1.9115
Epoch 0/5... Discriminator Loss: 0.6371... Generator Loss: 1.5129
Epoch 0/5... Discriminator Loss: 0.7989... Generator Loss: 0.9118
Epoch 0/5... Discriminator Loss: 0.6305... Generator Loss: 1.8959
Epoch 0/5... Discriminator Loss: 0.6547... Generator Loss: 2.0534
Epoch 0/5... Discriminator Loss: 0.4894... Generator Loss: 1.8965
Epoch 0/5... Discriminator Loss: 0.6199... Generator Loss: 1.1336
Epoch 0/5... Discriminator Loss: 0.6571... Generator Loss: 2.4854
Epoch 0/5... Discriminator Loss: 0.5477... Generator Loss: 2.1499
Epoch 0/5... Discriminator Loss: 0.6151... Generator Loss: 1.9102
Epoch 0/5... Discriminator Loss: 1.0678... Generator Loss: 3.0326
Epoch 0/5... Discriminator Loss: 0.4435... Generator Loss: 1.7387
Epoch 0/5... Discriminator Loss: 0.5024... Generator Loss: 1.6054
Epoch 0/5... Discriminator Loss: 0.6328... Generator Loss: 2.4403
Epoch 0/5... Discriminator Loss: 0.5756... Generator Loss: 1.1714
Epoch 0/5... Discriminator Loss: 0.8270... Generator Loss: 3.2214
Epoch 0/5... Discriminator Loss: 0.6345... Generator Loss: 1.8104
Epoch 0/5... Discriminator Loss: 0.5140... Generator Loss: 1.8092
Epoch 0/5... Discriminator Loss: 0.4807... Generator Loss: 1.5171
Epoch 0/5... Discriminator Loss: 0.6501... Generator Loss: 1.4700
Epoch 0/5... Discriminator Loss: 0.5439... Generator Loss: 1.7169
Epoch 0/5... Discriminator Loss: 0.3319... Generator Loss: 1.9582
Epoch 0/5... Discriminator Loss: 0.5919... Generator Loss: 1.1896
Epoch 0/5... Discriminator Loss: 0.9248... Generator Loss: 0.6543
Epoch 0/5... Discriminator Loss: 0.6298... Generator Loss: 2.4072
Epoch 0/5... Discriminator Loss: 0.5613... Generator Loss: 2.5701
Epoch 0/5... Discriminator Loss: 0.8546... Generator Loss: 2.5799
Epoch 0/5... Discriminator Loss: 0.5158... Generator Loss: 2.1722
Epoch 0/5... Discriminator Loss: 0.9163... Generator Loss: 0.8043
Epoch 0/5... Discriminator Loss: 0.4182... Generator Loss: 1.5439
Epoch 0/5... Discriminator Loss: 0.6816... Generator Loss: 0.9983
Epoch 0/5... Discriminator Loss: 0.6767... Generator Loss: 1.0091
Epoch 0/5... Discriminator Loss: 0.5965... Generator Loss: 1.3139
Epoch 0/5... Discriminator Loss: 0.4735... Generator Loss: 2.2104
Epoch 0/5... Discriminator Loss: 1.1272... Generator Loss: 0.5400
Epoch 0/5... Discriminator Loss: 0.9260... Generator Loss: 0.6698
Epoch 0/5... Discriminator Loss: 0.5249... Generator Loss: 1.9612
Epoch 0/5... Discriminator Loss: 0.6054... Generator Loss: 1.0904
Epoch 0/5... Discriminator Loss: 0.6173... Generator Loss: 1.5760
Epoch 0/5... Discriminator Loss: 1.1587... Generator Loss: 0.5473
Epoch 0/5... Discriminator Loss: 0.6581... Generator Loss: 1.1007
Epoch 0/5... Discriminator Loss: 0.4445... Generator Loss: 2.0334
Epoch 0/5... Discriminator Loss: 0.6303... Generator Loss: 2.1607
Epoch 0/5... Discriminator Loss: 0.9322... Generator Loss: 0.6844
Epoch 0/5... Discriminator Loss: 0.6888... Generator Loss: 1.2759
Epoch 0/5... Discriminator Loss: 0.4871... Generator Loss: 2.2143
Epoch 0/5... Discriminator Loss: 0.6223... Generator Loss: 2.2858
Epoch 0/5... Discriminator Loss: 0.8010... Generator Loss: 2.1925
Epoch 1/5... Discriminator Loss: 0.5360... Generator Loss: 1.6286
Epoch 1/5... Discriminator Loss: 0.5353... Generator Loss: 1.4486
Epoch 1/5... Discriminator Loss: 0.4721... Generator Loss: 1.6238
Epoch 1/5... Discriminator Loss: 0.4385... Generator Loss: 1.5544
Epoch 1/5... Discriminator Loss: 0.5860... Generator Loss: 1.1081
Epoch 1/5... Discriminator Loss: 0.6629... Generator Loss: 0.9797
Epoch 1/5... Discriminator Loss: 0.8427... Generator Loss: 0.7575
Epoch 1/5... Discriminator Loss: 0.5203... Generator Loss: 1.4087
Epoch 1/5... Discriminator Loss: 0.5254... Generator Loss: 1.8979
Epoch 1/5... Discriminator Loss: 0.6786... Generator Loss: 1.5355
Epoch 1/5... Discriminator Loss: 1.2308... Generator Loss: 3.6032
Epoch 1/5... Discriminator Loss: 0.7051... Generator Loss: 1.2504
Epoch 1/5... Discriminator Loss: 0.7421... Generator Loss: 0.9679
Epoch 1/5... Discriminator Loss: 0.6861... Generator Loss: 0.9883
Epoch 1/5... Discriminator Loss: 0.4170... Generator Loss: 1.9083
Epoch 1/5... Discriminator Loss: 0.4731... Generator Loss: 1.4580
Epoch 1/5... Discriminator Loss: 0.8207... Generator Loss: 0.9166
Epoch 1/5... Discriminator Loss: 0.7379... Generator Loss: 1.6650
Epoch 1/5... Discriminator Loss: 0.6116... Generator Loss: 1.1125
Epoch 1/5... Discriminator Loss: 0.5890... Generator Loss: 1.8933
Epoch 1/5... Discriminator Loss: 0.6053... Generator Loss: 1.0786
Epoch 1/5... Discriminator Loss: 0.6584... Generator Loss: 1.1096
Epoch 1/5... Discriminator Loss: 0.9456... Generator Loss: 0.6845
Epoch 1/5... Discriminator Loss: 0.3619... Generator Loss: 1.8621
Epoch 1/5... Discriminator Loss: 0.5199... Generator Loss: 2.1013
Epoch 1/5... Discriminator Loss: 0.5790... Generator Loss: 1.2674
Epoch 1/5... Discriminator Loss: 0.6627... Generator Loss: 1.3445
Epoch 1/5... Discriminator Loss: 0.6446... Generator Loss: 0.9598
Epoch 1/5... Discriminator Loss: 0.8043... Generator Loss: 0.8377
Epoch 1/5... Discriminator Loss: 0.6287... Generator Loss: 1.1810
Epoch 1/5... Discriminator Loss: 0.4853... Generator Loss: 1.9632
Epoch 1/5... Discriminator Loss: 0.6856... Generator Loss: 0.9889
Epoch 1/5... Discriminator Loss: 0.4919... Generator Loss: 1.5670
Epoch 1/5... Discriminator Loss: 1.0779... Generator Loss: 0.6352
Epoch 1/5... Discriminator Loss: 0.3669... Generator Loss: 1.8819
Epoch 1/5... Discriminator Loss: 0.6330... Generator Loss: 2.6527
Epoch 1/5... Discriminator Loss: 0.6786... Generator Loss: 0.9263
Epoch 1/5... Discriminator Loss: 0.5205... Generator Loss: 1.3438
Epoch 1/5... Discriminator Loss: 0.5793... Generator Loss: 2.4082
Epoch 1/5... Discriminator Loss: 0.4329... Generator Loss: 1.8728
Epoch 1/5... Discriminator Loss: 0.5298... Generator Loss: 1.1604
Epoch 1/5... Discriminator Loss: 0.5427... Generator Loss: 1.2040
Epoch 1/5... Discriminator Loss: 0.3789... Generator Loss: 1.9014
Epoch 1/5... Discriminator Loss: 0.6791... Generator Loss: 0.9511
Epoch 1/5... Discriminator Loss: 0.4122... Generator Loss: 1.9879
Epoch 1/5... Discriminator Loss: 0.4765... Generator Loss: 1.4772
Epoch 1/5... Discriminator Loss: 0.5322... Generator Loss: 1.7102
Epoch 1/5... Discriminator Loss: 0.3835... Generator Loss: 1.5185
Epoch 1/5... Discriminator Loss: 0.4140... Generator Loss: 1.7659
Epoch 1/5... Discriminator Loss: 0.3544... Generator Loss: 2.3039
Epoch 1/5... Discriminator Loss: 0.9838... Generator Loss: 0.6677
Epoch 1/5... Discriminator Loss: 0.8360... Generator Loss: 1.4752
Epoch 1/5... Discriminator Loss: 0.4670... Generator Loss: 1.3556
Epoch 1/5... Discriminator Loss: 0.6249... Generator Loss: 1.1697
Epoch 1/5... Discriminator Loss: 0.6516... Generator Loss: 1.1106
Epoch 1/5... Discriminator Loss: 0.4072... Generator Loss: 1.5928
Epoch 1/5... Discriminator Loss: 0.8097... Generator Loss: 0.7975
Epoch 1/5... Discriminator Loss: 2.9464... Generator Loss: 0.1761
Epoch 1/5... Discriminator Loss: 1.3400... Generator Loss: 0.4825
Epoch 1/5... Discriminator Loss: 0.5958... Generator Loss: 1.3689
Epoch 1/5... Discriminator Loss: 0.5521... Generator Loss: 1.1693
Epoch 1/5... Discriminator Loss: 0.8911... Generator Loss: 0.7064
Epoch 1/5... Discriminator Loss: 0.4432... Generator Loss: 1.4112
Epoch 1/5... Discriminator Loss: 0.4375... Generator Loss: 1.4748
Epoch 1/5... Discriminator Loss: 0.6222... Generator Loss: 0.9672
Epoch 1/5... Discriminator Loss: 0.6475... Generator Loss: 0.9844
Epoch 1/5... Discriminator Loss: 0.3997... Generator Loss: 1.4794
Epoch 1/5... Discriminator Loss: 0.6364... Generator Loss: 1.1017
Epoch 1/5... Discriminator Loss: 0.5129... Generator Loss: 2.5311
Epoch 1/5... Discriminator Loss: 0.6715... Generator Loss: 0.9073
Epoch 1/5... Discriminator Loss: 0.4689... Generator Loss: 1.2683
Epoch 1/5... Discriminator Loss: 0.8643... Generator Loss: 0.7776
Epoch 1/5... Discriminator Loss: 0.5230... Generator Loss: 1.2344
Epoch 1/5... Discriminator Loss: 1.1506... Generator Loss: 0.5400
Epoch 1/5... Discriminator Loss: 0.7703... Generator Loss: 4.4182
Epoch 1/5... Discriminator Loss: 0.5640... Generator Loss: 1.4366
Epoch 1/5... Discriminator Loss: 0.3346... Generator Loss: 1.9656
Epoch 1/5... Discriminator Loss: 0.5207... Generator Loss: 1.2353
Epoch 1/5... Discriminator Loss: 0.4226... Generator Loss: 1.8461
Epoch 1/5... Discriminator Loss: 0.4209... Generator Loss: 1.5311
Epoch 1/5... Discriminator Loss: 0.4804... Generator Loss: 1.8367
Epoch 1/5... Discriminator Loss: 0.6520... Generator Loss: 1.0355
Epoch 1/5... Discriminator Loss: 0.3762... Generator Loss: 1.5900
Epoch 1/5... Discriminator Loss: 0.9520... Generator Loss: 0.6417
Epoch 1/5... Discriminator Loss: 0.4580... Generator Loss: 1.2482
Epoch 1/5... Discriminator Loss: 0.4164... Generator Loss: 1.4405
Epoch 1/5... Discriminator Loss: 0.4827... Generator Loss: 1.3895
Epoch 1/5... Discriminator Loss: 0.3180... Generator Loss: 1.7721
Epoch 1/5... Discriminator Loss: 1.0367... Generator Loss: 0.6222
Epoch 1/5... Discriminator Loss: 4.5271... Generator Loss: 7.8452
Epoch 1/5... Discriminator Loss: 0.4703... Generator Loss: 1.4404
Epoch 1/5... Discriminator Loss: 0.4127... Generator Loss: 1.8446
Epoch 1/5... Discriminator Loss: 0.5710... Generator Loss: 1.1586
Epoch 1/5... Discriminator Loss: 0.4167... Generator Loss: 1.4916
Epoch 1/5... Discriminator Loss: 0.3766... Generator Loss: 1.6509
Epoch 1/5... Discriminator Loss: 0.3315... Generator Loss: 1.8628
Epoch 1/5... Discriminator Loss: 0.6282... Generator Loss: 0.9660
Epoch 1/5... Discriminator Loss: 1.0526... Generator Loss: 0.7015
Epoch 1/5... Discriminator Loss: 0.3837... Generator Loss: 1.7409
Epoch 1/5... Discriminator Loss: 0.9480... Generator Loss: 0.6428
Epoch 1/5... Discriminator Loss: 1.1578... Generator Loss: 0.5595
Epoch 1/5... Discriminator Loss: 0.6701... Generator Loss: 1.0465
Epoch 1/5... Discriminator Loss: 0.5143... Generator Loss: 1.4854
Epoch 1/5... Discriminator Loss: 0.5701... Generator Loss: 1.1173
Epoch 1/5... Discriminator Loss: 0.5712... Generator Loss: 1.1806
Epoch 1/5... Discriminator Loss: 0.6120... Generator Loss: 1.0919
Epoch 1/5... Discriminator Loss: 0.6174... Generator Loss: 1.1016
Epoch 1/5... Discriminator Loss: 0.4267... Generator Loss: 1.5369
Epoch 1/5... Discriminator Loss: 0.5331... Generator Loss: 1.3336
Epoch 1/5... Discriminator Loss: 0.5071... Generator Loss: 1.3990
Epoch 1/5... Discriminator Loss: 0.7705... Generator Loss: 0.7898
Epoch 1/5... Discriminator Loss: 0.3534... Generator Loss: 1.9766
Epoch 1/5... Discriminator Loss: 0.6836... Generator Loss: 1.0657
Epoch 1/5... Discriminator Loss: 0.4041... Generator Loss: 1.5593
Epoch 1/5... Discriminator Loss: 0.5683... Generator Loss: 1.2874
Epoch 1/5... Discriminator Loss: 0.3209... Generator Loss: 2.1249
Epoch 1/5... Discriminator Loss: 0.5348... Generator Loss: 2.7917
Epoch 1/5... Discriminator Loss: 1.5636... Generator Loss: 0.4490
Epoch 1/5... Discriminator Loss: 0.3861... Generator Loss: 2.2816
Epoch 1/5... Discriminator Loss: 0.4079... Generator Loss: 1.6457
Epoch 1/5... Discriminator Loss: 0.7465... Generator Loss: 0.9807
Epoch 1/5... Discriminator Loss: 0.5887... Generator Loss: 1.2408
Epoch 1/5... Discriminator Loss: 0.6028... Generator Loss: 1.1560
Epoch 1/5... Discriminator Loss: 0.6774... Generator Loss: 1.0687
Epoch 1/5... Discriminator Loss: 0.9121... Generator Loss: 0.7495
Epoch 1/5... Discriminator Loss: 0.5210... Generator Loss: 1.3142
Epoch 1/5... Discriminator Loss: 0.4105... Generator Loss: 1.5947
Epoch 1/5... Discriminator Loss: 0.4148... Generator Loss: 1.5023
Epoch 1/5... Discriminator Loss: 0.4635... Generator Loss: 1.3808
Epoch 1/5... Discriminator Loss: 0.6622... Generator Loss: 1.1210
Epoch 1/5... Discriminator Loss: 1.6812... Generator Loss: 0.3036
Epoch 1/5... Discriminator Loss: 0.4149... Generator Loss: 1.4811
Epoch 1/5... Discriminator Loss: 0.5402... Generator Loss: 1.4541
Epoch 1/5... Discriminator Loss: 0.3749... Generator Loss: 1.7182
Epoch 1/5... Discriminator Loss: 0.3802... Generator Loss: 1.5574
Epoch 1/5... Discriminator Loss: 0.5213... Generator Loss: 1.5603
Epoch 1/5... Discriminator Loss: 0.7504... Generator Loss: 0.9470
Epoch 1/5... Discriminator Loss: 0.5461... Generator Loss: 1.1296
Epoch 1/5... Discriminator Loss: 0.6807... Generator Loss: 1.0238
Epoch 1/5... Discriminator Loss: 0.5004... Generator Loss: 1.4040
Epoch 1/5... Discriminator Loss: 0.3974... Generator Loss: 1.5004
Epoch 1/5... Discriminator Loss: 0.9320... Generator Loss: 0.6764
Epoch 1/5... Discriminator Loss: 0.7250... Generator Loss: 1.9053
Epoch 1/5... Discriminator Loss: 0.7689... Generator Loss: 0.8425
Epoch 1/5... Discriminator Loss: 0.5062... Generator Loss: 1.2805
Epoch 1/5... Discriminator Loss: 0.6033... Generator Loss: 1.1711
Epoch 1/5... Discriminator Loss: 0.4244... Generator Loss: 1.5319
Epoch 1/5... Discriminator Loss: 0.3839... Generator Loss: 1.6474
Epoch 1/5... Discriminator Loss: 0.8601... Generator Loss: 0.7812
Epoch 1/5... Discriminator Loss: 1.1383... Generator Loss: 0.5240
Epoch 1/5... Discriminator Loss: 0.4819... Generator Loss: 1.3207
Epoch 1/5... Discriminator Loss: 1.5049... Generator Loss: 0.3384
Epoch 1/5... Discriminator Loss: 0.5512... Generator Loss: 3.0501
Epoch 1/5... Discriminator Loss: 1.2758... Generator Loss: 0.4205
Epoch 1/5... Discriminator Loss: 0.2862... Generator Loss: 2.4575
Epoch 1/5... Discriminator Loss: 0.3740... Generator Loss: 1.7117
Epoch 1/5... Discriminator Loss: 0.3044... Generator Loss: 1.7322
Epoch 1/5... Discriminator Loss: 0.5613... Generator Loss: 1.6649
Epoch 1/5... Discriminator Loss: 0.6846... Generator Loss: 0.9803
Epoch 1/5... Discriminator Loss: 0.4121... Generator Loss: 1.5938
Epoch 1/5... Discriminator Loss: 0.8553... Generator Loss: 0.7217
Epoch 1/5... Discriminator Loss: 0.4675... Generator Loss: 1.5543
Epoch 1/5... Discriminator Loss: 0.2811... Generator Loss: 1.8950
Epoch 1/5... Discriminator Loss: 0.4943... Generator Loss: 1.5986
Epoch 1/5... Discriminator Loss: 0.7331... Generator Loss: 2.7856
Epoch 1/5... Discriminator Loss: 0.4497... Generator Loss: 2.0314
Epoch 1/5... Discriminator Loss: 0.6194... Generator Loss: 1.2848
Epoch 1/5... Discriminator Loss: 0.8238... Generator Loss: 0.9075
Epoch 1/5... Discriminator Loss: 0.8242... Generator Loss: 0.7133
Epoch 1/5... Discriminator Loss: 0.3034... Generator Loss: 1.7406
Epoch 1/5... Discriminator Loss: 0.5692... Generator Loss: 1.1596
Epoch 1/5... Discriminator Loss: 1.2841... Generator Loss: 0.4331
Epoch 1/5... Discriminator Loss: 0.5015... Generator Loss: 1.6299
Epoch 1/5... Discriminator Loss: 1.5488... Generator Loss: 0.3342
Epoch 1/5... Discriminator Loss: 0.5330... Generator Loss: 1.2397
Epoch 1/5... Discriminator Loss: 0.5544... Generator Loss: 1.1766
Epoch 1/5... Discriminator Loss: 0.7641... Generator Loss: 0.8318
Epoch 1/5... Discriminator Loss: 0.3915... Generator Loss: 1.8956
Epoch 1/5... Discriminator Loss: 0.3369... Generator Loss: 2.6752
Epoch 1/5... Discriminator Loss: 0.4949... Generator Loss: 1.2872
Epoch 1/5... Discriminator Loss: 0.4929... Generator Loss: 1.4833
Epoch 1/5... Discriminator Loss: 0.7020... Generator Loss: 0.9619
Epoch 1/5... Discriminator Loss: 0.9318... Generator Loss: 0.7124
Epoch 1/5... Discriminator Loss: 0.4920... Generator Loss: 1.3384
Epoch 1/5... Discriminator Loss: 1.1799... Generator Loss: 0.5150
Epoch 1/5... Discriminator Loss: 0.7777... Generator Loss: 0.7827
Epoch 1/5... Discriminator Loss: 0.5276... Generator Loss: 1.2706
Epoch 1/5... Discriminator Loss: 0.5883... Generator Loss: 1.1160
Epoch 2/5... Discriminator Loss: 0.7766... Generator Loss: 1.0682
Epoch 2/5... Discriminator Loss: 0.4963... Generator Loss: 1.4042
Epoch 2/5... Discriminator Loss: 0.7826... Generator Loss: 0.8109
Epoch 2/5... Discriminator Loss: 0.4084... Generator Loss: 1.6002
Epoch 2/5... Discriminator Loss: 0.6029... Generator Loss: 3.1211
Epoch 2/5... Discriminator Loss: 1.1623... Generator Loss: 0.5012
Epoch 2/5... Discriminator Loss: 0.3531... Generator Loss: 1.7447
Epoch 2/5... Discriminator Loss: 0.4537... Generator Loss: 1.3373
Epoch 2/5... Discriminator Loss: 0.4631... Generator Loss: 1.3881
Epoch 2/5... Discriminator Loss: 0.4656... Generator Loss: 1.4636
Epoch 2/5... Discriminator Loss: 1.2940... Generator Loss: 2.8339
Epoch 2/5... Discriminator Loss: 0.7744... Generator Loss: 0.8803
Epoch 2/5... Discriminator Loss: 0.6068... Generator Loss: 1.0218
Epoch 2/5... Discriminator Loss: 0.2741... Generator Loss: 1.8389
Epoch 2/5... Discriminator Loss: 0.7548... Generator Loss: 0.9295
Epoch 2/5... Discriminator Loss: 0.3347... Generator Loss: 1.8603
Epoch 2/5... Discriminator Loss: 0.4119... Generator Loss: 2.2115
Epoch 2/5... Discriminator Loss: 0.5107... Generator Loss: 1.2803
Epoch 2/5... Discriminator Loss: 0.5334... Generator Loss: 1.4045
Epoch 2/5... Discriminator Loss: 1.0594... Generator Loss: 0.5784
Epoch 2/5... Discriminator Loss: 1.8747... Generator Loss: 0.2368
Epoch 2/5... Discriminator Loss: 0.4036... Generator Loss: 1.6527
Epoch 2/5... Discriminator Loss: 0.4544... Generator Loss: 1.5819
Epoch 2/5... Discriminator Loss: 0.5018... Generator Loss: 1.2489
Epoch 2/5... Discriminator Loss: 0.3169... Generator Loss: 2.2457
Epoch 2/5... Discriminator Loss: 1.0992... Generator Loss: 0.5557
Epoch 2/5... Discriminator Loss: 0.3824... Generator Loss: 1.8222
Epoch 2/5... Discriminator Loss: 0.5599... Generator Loss: 1.1752
Epoch 2/5... Discriminator Loss: 0.4682... Generator Loss: 2.9913
Epoch 2/5... Discriminator Loss: 0.3641... Generator Loss: 2.3206
Epoch 2/5... Discriminator Loss: 0.4391... Generator Loss: 1.3005
Epoch 2/5... Discriminator Loss: 0.4916... Generator Loss: 1.3336
Epoch 2/5... Discriminator Loss: 0.4114... Generator Loss: 1.5043
Epoch 2/5... Discriminator Loss: 0.3402... Generator Loss: 1.9148
Epoch 2/5... Discriminator Loss: 0.4346... Generator Loss: 1.3310
Epoch 2/5... Discriminator Loss: 0.4104... Generator Loss: 3.0678
Epoch 2/5... Discriminator Loss: 0.9795... Generator Loss: 0.7722
Epoch 2/5... Discriminator Loss: 0.5501... Generator Loss: 1.2231
Epoch 2/5... Discriminator Loss: 0.5261... Generator Loss: 1.3104
Epoch 2/5... Discriminator Loss: 1.1115... Generator Loss: 0.6409
Epoch 2/5... Discriminator Loss: 0.1833... Generator Loss: 2.5864
Epoch 2/5... Discriminator Loss: 0.3824... Generator Loss: 1.4920
Epoch 2/5... Discriminator Loss: 1.9168... Generator Loss: 0.3289
Epoch 2/5... Discriminator Loss: 0.9350... Generator Loss: 0.7730
Epoch 2/5... Discriminator Loss: 0.4699... Generator Loss: 1.3471
Epoch 2/5... Discriminator Loss: 0.3493... Generator Loss: 1.8681
Epoch 2/5... Discriminator Loss: 0.4437... Generator Loss: 2.0568
Epoch 2/5... Discriminator Loss: 1.5563... Generator Loss: 0.3438
Epoch 2/5... Discriminator Loss: 0.5336... Generator Loss: 1.3281
Epoch 2/5... Discriminator Loss: 0.1954... Generator Loss: 3.0736
Epoch 2/5... Discriminator Loss: 0.3362... Generator Loss: 1.6191
Epoch 2/5... Discriminator Loss: 0.5032... Generator Loss: 1.1759
Epoch 2/5... Discriminator Loss: 0.5885... Generator Loss: 3.0825
Epoch 2/5... Discriminator Loss: 0.5950... Generator Loss: 1.1812
Epoch 2/5... Discriminator Loss: 0.4419... Generator Loss: 1.4103
Epoch 2/5... Discriminator Loss: 0.5678... Generator Loss: 1.0957
Epoch 2/5... Discriminator Loss: 0.4042... Generator Loss: 1.4590
Epoch 2/5... Discriminator Loss: 0.3707... Generator Loss: 1.5662
Epoch 2/5... Discriminator Loss: 0.3848... Generator Loss: 1.4378
Epoch 2/5... Discriminator Loss: 0.5052... Generator Loss: 1.5751
Epoch 2/5... Discriminator Loss: 0.3540... Generator Loss: 1.7428
Epoch 2/5... Discriminator Loss: 0.5838... Generator Loss: 1.1499
Epoch 2/5... Discriminator Loss: 1.2741... Generator Loss: 5.7013
Epoch 2/5... Discriminator Loss: 0.4751... Generator Loss: 1.4097
Epoch 2/5... Discriminator Loss: 0.4372... Generator Loss: 1.6374
Epoch 2/5... Discriminator Loss: 0.6930... Generator Loss: 0.9111
Epoch 2/5... Discriminator Loss: 0.4835... Generator Loss: 1.3306
Epoch 2/5... Discriminator Loss: 0.5727... Generator Loss: 0.9977
Epoch 2/5... Discriminator Loss: 0.2576... Generator Loss: 1.9298
Epoch 2/5... Discriminator Loss: 0.4646... Generator Loss: 1.2950
Epoch 2/5... Discriminator Loss: 0.4061... Generator Loss: 1.4693
Epoch 2/5... Discriminator Loss: 0.4708... Generator Loss: 1.3519
Epoch 2/5... Discriminator Loss: 0.2506... Generator Loss: 2.1080
Epoch 2/5... Discriminator Loss: 0.6589... Generator Loss: 1.2504
Epoch 2/5... Discriminator Loss: 1.5971... Generator Loss: 0.3764
Epoch 2/5... Discriminator Loss: 0.6568... Generator Loss: 2.4278
Epoch 2/5... Discriminator Loss: 0.5257... Generator Loss: 1.1461
Epoch 2/5... Discriminator Loss: 0.4931... Generator Loss: 1.2709
Epoch 2/5... Discriminator Loss: 0.6020... Generator Loss: 1.0766
Epoch 2/5... Discriminator Loss: 0.6905... Generator Loss: 0.9646
Epoch 2/5... Discriminator Loss: 0.3316... Generator Loss: 1.5388
Epoch 2/5... Discriminator Loss: 0.6574... Generator Loss: 1.1398
Epoch 2/5... Discriminator Loss: 0.3820... Generator Loss: 1.4984
Epoch 2/5... Discriminator Loss: 0.8479... Generator Loss: 0.8667
Epoch 2/5... Discriminator Loss: 0.6190... Generator Loss: 1.0652
Epoch 2/5... Discriminator Loss: 0.8649... Generator Loss: 0.7783
Epoch 2/5... Discriminator Loss: 0.4321... Generator Loss: 1.3908
Epoch 2/5... Discriminator Loss: 1.0065... Generator Loss: 0.6730
Epoch 2/5... Discriminator Loss: 0.4718... Generator Loss: 1.3892
Epoch 2/5... Discriminator Loss: 0.3014... Generator Loss: 2.2860
Epoch 2/5... Discriminator Loss: 0.4447... Generator Loss: 1.4667
Epoch 2/5... Discriminator Loss: 0.5049... Generator Loss: 1.3511
Epoch 2/5... Discriminator Loss: 0.6035... Generator Loss: 1.0750
Epoch 2/5... Discriminator Loss: 0.4810... Generator Loss: 1.4039
Epoch 2/5... Discriminator Loss: 0.5487... Generator Loss: 1.1305
Epoch 2/5... Discriminator Loss: 0.2980... Generator Loss: 1.8728
Epoch 2/5... Discriminator Loss: 0.6935... Generator Loss: 0.9655
Epoch 2/5... Discriminator Loss: 0.4263... Generator Loss: 1.3798
Epoch 2/5... Discriminator Loss: 3.5594... Generator Loss: 0.0514
Epoch 2/5... Discriminator Loss: 0.4998... Generator Loss: 1.3058
Epoch 2/5... Discriminator Loss: 0.4300... Generator Loss: 1.4151
Epoch 2/5... Discriminator Loss: 0.2621... Generator Loss: 3.1975
Epoch 2/5... Discriminator Loss: 0.7091... Generator Loss: 0.9821
Epoch 2/5... Discriminator Loss: 0.6025... Generator Loss: 1.1782
Epoch 2/5... Discriminator Loss: 0.3932... Generator Loss: 2.9765
Epoch 2/5... Discriminator Loss: 0.5956... Generator Loss: 1.9440
Epoch 2/5... Discriminator Loss: 1.3143... Generator Loss: 0.4121
Epoch 2/5... Discriminator Loss: 0.5390... Generator Loss: 1.1525
Epoch 2/5... Discriminator Loss: 0.8893... Generator Loss: 0.7403
Epoch 2/5... Discriminator Loss: 0.2924... Generator Loss: 2.6008
Epoch 2/5... Discriminator Loss: 0.9433... Generator Loss: 0.6633
Epoch 2/5... Discriminator Loss: 0.3998... Generator Loss: 1.5257
Epoch 2/5... Discriminator Loss: 0.3864... Generator Loss: 1.5589
Epoch 2/5... Discriminator Loss: 0.6046... Generator Loss: 1.0508
Epoch 2/5... Discriminator Loss: 0.5765... Generator Loss: 1.2478
Epoch 2/5... Discriminator Loss: 0.3355... Generator Loss: 1.7253
Epoch 2/5... Discriminator Loss: 0.3039... Generator Loss: 1.8360
Epoch 2/5... Discriminator Loss: 0.5081... Generator Loss: 1.2389
Epoch 2/5... Discriminator Loss: 0.5181... Generator Loss: 1.3226
Epoch 2/5... Discriminator Loss: 0.3332... Generator Loss: 1.7159
Epoch 2/5... Discriminator Loss: 0.3798... Generator Loss: 1.8830
Epoch 2/5... Discriminator Loss: 0.7405... Generator Loss: 0.9773
Epoch 2/5... Discriminator Loss: 0.6047... Generator Loss: 1.4169
Epoch 2/5... Discriminator Loss: 0.8857... Generator Loss: 0.8312
Epoch 2/5... Discriminator Loss: 0.3863... Generator Loss: 1.5985
Epoch 2/5... Discriminator Loss: 0.2967... Generator Loss: 1.8403
Epoch 2/5... Discriminator Loss: 1.1364... Generator Loss: 0.5592
Epoch 2/5... Discriminator Loss: 0.3191... Generator Loss: 1.9061
Epoch 2/5... Discriminator Loss: 0.6573... Generator Loss: 0.9314
Epoch 2/5... Discriminator Loss: 0.9155... Generator Loss: 0.7992
Epoch 2/5... Discriminator Loss: 0.5400... Generator Loss: 1.3727
Epoch 2/5... Discriminator Loss: 0.3374... Generator Loss: 1.9314
Epoch 2/5... Discriminator Loss: 0.7998... Generator Loss: 0.8613
Epoch 2/5... Discriminator Loss: 0.4640... Generator Loss: 1.3105
Epoch 2/5... Discriminator Loss: 0.4316... Generator Loss: 1.5364
Epoch 2/5... Discriminator Loss: 0.7790... Generator Loss: 1.0967
Epoch 2/5... Discriminator Loss: 0.1480... Generator Loss: 2.8635
Epoch 2/5... Discriminator Loss: 0.6028... Generator Loss: 1.4980
Epoch 2/5... Discriminator Loss: 0.5347... Generator Loss: 1.2808
Epoch 2/5... Discriminator Loss: 0.3141... Generator Loss: 1.7516
Epoch 2/5... Discriminator Loss: 0.6097... Generator Loss: 1.1654
Epoch 2/5... Discriminator Loss: 0.8454... Generator Loss: 0.7924
Epoch 2/5... Discriminator Loss: 0.4492... Generator Loss: 1.3831
Epoch 2/5... Discriminator Loss: 0.8682... Generator Loss: 0.7408
Epoch 2/5... Discriminator Loss: 0.5035... Generator Loss: 1.2332
Epoch 2/5... Discriminator Loss: 0.6303... Generator Loss: 1.0575
Epoch 2/5... Discriminator Loss: 0.3082... Generator Loss: 1.9260
Epoch 2/5... Discriminator Loss: 0.4129... Generator Loss: 1.5021
Epoch 2/5... Discriminator Loss: 1.3559... Generator Loss: 0.4092
Epoch 2/5... Discriminator Loss: 0.5483... Generator Loss: 3.4092
Epoch 2/5... Discriminator Loss: 0.3339... Generator Loss: 1.6611
Epoch 2/5... Discriminator Loss: 0.7033... Generator Loss: 1.4891
Epoch 2/5... Discriminator Loss: 0.5999... Generator Loss: 1.3194
Epoch 2/5... Discriminator Loss: 0.4622... Generator Loss: 1.7652
Epoch 2/5... Discriminator Loss: 0.2008... Generator Loss: 3.7174
Epoch 2/5... Discriminator Loss: 0.4061... Generator Loss: 1.3925
Epoch 2/5... Discriminator Loss: 0.3664... Generator Loss: 1.6460
Epoch 2/5... Discriminator Loss: 0.3963... Generator Loss: 1.6409
Epoch 2/5... Discriminator Loss: 0.5952... Generator Loss: 1.2505
Epoch 2/5... Discriminator Loss: 0.3190... Generator Loss: 1.7722
Epoch 2/5... Discriminator Loss: 0.1925... Generator Loss: 2.3924
Epoch 2/5... Discriminator Loss: 0.3822... Generator Loss: 1.6205
Epoch 2/5... Discriminator Loss: 0.8846... Generator Loss: 0.9581
Epoch 2/5... Discriminator Loss: 0.4322... Generator Loss: 1.4689
Epoch 2/5... Discriminator Loss: 0.3227... Generator Loss: 1.8912
Epoch 2/5... Discriminator Loss: 0.5251... Generator Loss: 1.3250
Epoch 2/5... Discriminator Loss: 0.4022... Generator Loss: 1.3272
Epoch 2/5... Discriminator Loss: 0.3790... Generator Loss: 1.6123
Epoch 2/5... Discriminator Loss: 0.5276... Generator Loss: 1.2479
Epoch 2/5... Discriminator Loss: 0.6688... Generator Loss: 0.9481
Epoch 2/5... Discriminator Loss: 0.7833... Generator Loss: 1.0316
Epoch 2/5... Discriminator Loss: 0.5434... Generator Loss: 1.2395
Epoch 2/5... Discriminator Loss: 0.6787... Generator Loss: 0.9997
Epoch 2/5... Discriminator Loss: 0.4744... Generator Loss: 2.9667
Epoch 2/5... Discriminator Loss: 0.7179... Generator Loss: 0.9576
Epoch 2/5... Discriminator Loss: 0.3883... Generator Loss: 2.8748
Epoch 2/5... Discriminator Loss: 0.8306... Generator Loss: 0.8546
Epoch 2/5... Discriminator Loss: 0.7877... Generator Loss: 0.7680
Epoch 2/5... Discriminator Loss: 0.8037... Generator Loss: 0.9107
Epoch 2/5... Discriminator Loss: 0.9820... Generator Loss: 0.7994
Epoch 2/5... Discriminator Loss: 0.3106... Generator Loss: 1.7566
Epoch 2/5... Discriminator Loss: 0.6270... Generator Loss: 1.0037
Epoch 2/5... Discriminator Loss: 0.3296... Generator Loss: 1.6240
Epoch 2/5... Discriminator Loss: 0.4739... Generator Loss: 1.3366
Epoch 2/5... Discriminator Loss: 0.1952... Generator Loss: 2.2177
Epoch 2/5... Discriminator Loss: 0.3419... Generator Loss: 1.7261
Epoch 2/5... Discriminator Loss: 0.4427... Generator Loss: 1.4145
Epoch 3/5... Discriminator Loss: 0.3297... Generator Loss: 1.7166
Epoch 3/5... Discriminator Loss: 0.2891... Generator Loss: 1.8225
Epoch 3/5... Discriminator Loss: 0.2403... Generator Loss: 2.2964
Epoch 3/5... Discriminator Loss: 0.3608... Generator Loss: 1.5534
Epoch 3/5... Discriminator Loss: 0.6135... Generator Loss: 0.9953
Epoch 3/5... Discriminator Loss: 0.4693... Generator Loss: 1.3938
Epoch 3/5... Discriminator Loss: 0.2954... Generator Loss: 1.6345
Epoch 3/5... Discriminator Loss: 0.4317... Generator Loss: 1.4480
Epoch 3/5... Discriminator Loss: 0.3383... Generator Loss: 1.6635
Epoch 3/5... Discriminator Loss: 1.3109... Generator Loss: 0.7308
Epoch 3/5... Discriminator Loss: 1.2204... Generator Loss: 3.5083
Epoch 3/5... Discriminator Loss: 0.7060... Generator Loss: 2.2973
Epoch 3/5... Discriminator Loss: 0.4010... Generator Loss: 1.9154
Epoch 3/5... Discriminator Loss: 0.6408... Generator Loss: 2.8916
Epoch 3/5... Discriminator Loss: 0.3820... Generator Loss: 1.6445
Epoch 3/5... Discriminator Loss: 0.2628... Generator Loss: 2.9647
Epoch 3/5... Discriminator Loss: 0.9946... Generator Loss: 0.6257
Epoch 3/5... Discriminator Loss: 0.3431... Generator Loss: 1.7085
Epoch 3/5... Discriminator Loss: 0.3338... Generator Loss: 1.7387
Epoch 3/5... Discriminator Loss: 0.3613... Generator Loss: 1.8552
Epoch 3/5... Discriminator Loss: 0.5712... Generator Loss: 1.3024
Epoch 3/5... Discriminator Loss: 0.2977... Generator Loss: 2.3671
Epoch 3/5... Discriminator Loss: 0.8307... Generator Loss: 0.7809
Epoch 3/5... Discriminator Loss: 0.3820... Generator Loss: 1.5629
Epoch 3/5... Discriminator Loss: 0.3035... Generator Loss: 1.5882
Epoch 3/5... Discriminator Loss: 0.4583... Generator Loss: 1.5077
Epoch 3/5... Discriminator Loss: 0.3479... Generator Loss: 2.2121
Epoch 3/5... Discriminator Loss: 0.4150... Generator Loss: 1.3933
Epoch 3/5... Discriminator Loss: 0.4959... Generator Loss: 1.2293
Epoch 3/5... Discriminator Loss: 0.5172... Generator Loss: 1.2517
Epoch 3/5... Discriminator Loss: 0.4004... Generator Loss: 1.5999
Epoch 3/5... Discriminator Loss: 0.4630... Generator Loss: 1.2759
Epoch 3/5... Discriminator Loss: 0.5021... Generator Loss: 1.2521
Epoch 3/5... Discriminator Loss: 0.5026... Generator Loss: 1.5302
Epoch 3/5... Discriminator Loss: 0.3387... Generator Loss: 1.6048
Epoch 3/5... Discriminator Loss: 0.3038... Generator Loss: 3.0848
Epoch 3/5... Discriminator Loss: 0.3438... Generator Loss: 2.0661
Epoch 3/5... Discriminator Loss: 0.3337... Generator Loss: 1.6973
Epoch 3/5... Discriminator Loss: 0.3475... Generator Loss: 1.5725
Epoch 3/5... Discriminator Loss: 0.6915... Generator Loss: 1.0076
Epoch 3/5... Discriminator Loss: 0.3805... Generator Loss: 1.6209
Epoch 3/5... Discriminator Loss: 0.3029... Generator Loss: 1.9362
Epoch 3/5... Discriminator Loss: 0.3817... Generator Loss: 1.6661
Epoch 3/5... Discriminator Loss: 0.2919... Generator Loss: 1.9432
Epoch 3/5... Discriminator Loss: 0.3375... Generator Loss: 1.6445
Epoch 3/5... Discriminator Loss: 0.4294... Generator Loss: 1.3599
Epoch 3/5... Discriminator Loss: 0.5956... Generator Loss: 1.4222
Epoch 3/5... Discriminator Loss: 0.2611... Generator Loss: 2.0065
Epoch 3/5... Discriminator Loss: 0.5106... Generator Loss: 1.1638
Epoch 3/5... Discriminator Loss: 0.5751... Generator Loss: 1.0559
Epoch 3/5... Discriminator Loss: 1.3043... Generator Loss: 0.5538
Epoch 3/5... Discriminator Loss: 1.3287... Generator Loss: 0.5393
Epoch 3/5... Discriminator Loss: 0.8949... Generator Loss: 3.0324
Epoch 3/5... Discriminator Loss: 0.6704... Generator Loss: 0.9500
Epoch 3/5... Discriminator Loss: 0.3886... Generator Loss: 1.5655
Epoch 3/5... Discriminator Loss: 0.3298... Generator Loss: 1.8149
Epoch 3/5... Discriminator Loss: 0.4190... Generator Loss: 1.4021
Epoch 3/5... Discriminator Loss: 0.2984... Generator Loss: 1.9738
Epoch 3/5... Discriminator Loss: 0.5209... Generator Loss: 1.1327
Epoch 3/5... Discriminator Loss: 0.4374... Generator Loss: 1.6401
Epoch 3/5... Discriminator Loss: 0.7038... Generator Loss: 1.0557
Epoch 3/5... Discriminator Loss: 0.5482... Generator Loss: 1.3061
Epoch 3/5... Discriminator Loss: 0.3824... Generator Loss: 2.2535
Epoch 3/5... Discriminator Loss: 0.4424... Generator Loss: 1.4103
Epoch 3/5... Discriminator Loss: 0.8118... Generator Loss: 0.8532
Epoch 3/5... Discriminator Loss: 0.5463... Generator Loss: 1.2914
Epoch 3/5... Discriminator Loss: 0.5405... Generator Loss: 1.2427
Epoch 3/5... Discriminator Loss: 0.3924... Generator Loss: 1.4816
Epoch 3/5... Discriminator Loss: 0.6652... Generator Loss: 1.0293
Epoch 3/5... Discriminator Loss: 0.4568... Generator Loss: 2.1638
Epoch 3/5... Discriminator Loss: 4.1636... Generator Loss: 7.9627
Epoch 3/5... Discriminator Loss: 0.7066... Generator Loss: 1.0566
Epoch 3/5... Discriminator Loss: 0.4208... Generator Loss: 2.2657
Epoch 3/5... Discriminator Loss: 0.7479... Generator Loss: 1.0159
Epoch 3/5... Discriminator Loss: 0.2509... Generator Loss: 2.0793
Epoch 3/5... Discriminator Loss: 0.7284... Generator Loss: 0.9590
Epoch 3/5... Discriminator Loss: 0.3048... Generator Loss: 2.1415
Epoch 3/5... Discriminator Loss: 0.3702... Generator Loss: 1.6715
Epoch 3/5... Discriminator Loss: 0.4531... Generator Loss: 1.5313
Epoch 3/5... Discriminator Loss: 0.1882... Generator Loss: 2.3487
Epoch 3/5... Discriminator Loss: 0.8957... Generator Loss: 0.7155
Epoch 3/5... Discriminator Loss: 0.3892... Generator Loss: 1.5741
Epoch 3/5... Discriminator Loss: 0.1985... Generator Loss: 2.8745
Epoch 3/5... Discriminator Loss: 0.5443... Generator Loss: 1.1329
Epoch 3/5... Discriminator Loss: 0.3210... Generator Loss: 1.7885
Epoch 3/5... Discriminator Loss: 0.3926... Generator Loss: 1.4577
Epoch 3/5... Discriminator Loss: 0.4849... Generator Loss: 1.4009
Epoch 3/5... Discriminator Loss: 0.1464... Generator Loss: 3.6132
Epoch 3/5... Discriminator Loss: 0.2350... Generator Loss: 2.4077
Epoch 3/5... Discriminator Loss: 0.6040... Generator Loss: 1.1226
Epoch 3/5... Discriminator Loss: 1.4849... Generator Loss: 0.4927
Epoch 3/5... Discriminator Loss: 0.3832... Generator Loss: 1.5514
Epoch 3/5... Discriminator Loss: 0.4006... Generator Loss: 1.3785
Epoch 3/5... Discriminator Loss: 0.2526... Generator Loss: 2.0987
Epoch 3/5... Discriminator Loss: 0.3365... Generator Loss: 1.8897
Epoch 3/5... Discriminator Loss: 0.1651... Generator Loss: 2.5541
Epoch 3/5... Discriminator Loss: 0.3989... Generator Loss: 1.3867
Epoch 3/5... Discriminator Loss: 0.4536... Generator Loss: 1.3551
Epoch 3/5... Discriminator Loss: 0.3870... Generator Loss: 1.4318
Epoch 3/5... Discriminator Loss: 0.5384... Generator Loss: 1.2202
Epoch 3/5... Discriminator Loss: 0.4993... Generator Loss: 1.2612
Epoch 3/5... Discriminator Loss: 0.5012... Generator Loss: 1.3849
Epoch 3/5... Discriminator Loss: 0.7126... Generator Loss: 0.8690
Epoch 3/5... Discriminator Loss: 0.4443... Generator Loss: 1.4048
Epoch 3/5... Discriminator Loss: 0.2882... Generator Loss: 2.0201
Epoch 3/5... Discriminator Loss: 0.4331... Generator Loss: 2.0406
Epoch 3/5... Discriminator Loss: 0.2721... Generator Loss: 2.7613
Epoch 3/5... Discriminator Loss: 0.3615... Generator Loss: 1.5283
Epoch 3/5... Discriminator Loss: 0.2476... Generator Loss: 1.8420
Epoch 3/5... Discriminator Loss: 0.3445... Generator Loss: 1.7626
Epoch 3/5... Discriminator Loss: 0.4959... Generator Loss: 1.1752
Epoch 3/5... Discriminator Loss: 2.3563... Generator Loss: 5.8164
Epoch 3/5... Discriminator Loss: 0.2380... Generator Loss: 2.4678
Epoch 3/5... Discriminator Loss: 0.2795... Generator Loss: 1.8096
Epoch 3/5... Discriminator Loss: 0.7631... Generator Loss: 0.9078
Epoch 3/5... Discriminator Loss: 0.3658... Generator Loss: 1.4731
Epoch 3/5... Discriminator Loss: 0.3000... Generator Loss: 1.8501
Epoch 3/5... Discriminator Loss: 0.3333... Generator Loss: 1.8357
Epoch 3/5... Discriminator Loss: 0.3640... Generator Loss: 1.6775
Epoch 3/5... Discriminator Loss: 0.4461... Generator Loss: 1.3269
Epoch 3/5... Discriminator Loss: 0.9172... Generator Loss: 0.7982
Epoch 3/5... Discriminator Loss: 0.4617... Generator Loss: 1.3140
Epoch 3/5... Discriminator Loss: 0.3900... Generator Loss: 2.5832
Epoch 3/5... Discriminator Loss: 0.3797... Generator Loss: 1.6706
Epoch 3/5... Discriminator Loss: 0.3336... Generator Loss: 1.8610
Epoch 3/5... Discriminator Loss: 0.5195... Generator Loss: 1.1877
Epoch 3/5... Discriminator Loss: 0.3538... Generator Loss: 1.8029
Epoch 3/5... Discriminator Loss: 0.4946... Generator Loss: 1.3012
Epoch 3/5... Discriminator Loss: 0.3278... Generator Loss: 1.7072
Epoch 3/5... Discriminator Loss: 0.4675... Generator Loss: 1.3164
Epoch 3/5... Discriminator Loss: 0.6327... Generator Loss: 0.9929
Epoch 3/5... Discriminator Loss: 0.3632... Generator Loss: 1.6901
Epoch 3/5... Discriminator Loss: 0.9321... Generator Loss: 0.8135
Epoch 3/5... Discriminator Loss: 0.4746... Generator Loss: 1.2533
Epoch 3/5... Discriminator Loss: 0.3776... Generator Loss: 1.5730
Epoch 3/5... Discriminator Loss: 0.5976... Generator Loss: 1.0374
Epoch 3/5... Discriminator Loss: 0.6630... Generator Loss: 2.2198
Epoch 3/5... Discriminator Loss: 0.3916... Generator Loss: 1.8224
Epoch 3/5... Discriminator Loss: 0.4817... Generator Loss: 2.6030
Epoch 3/5... Discriminator Loss: 4.7863... Generator Loss: 0.0367
Epoch 3/5... Discriminator Loss: 0.6440... Generator Loss: 1.0950
Epoch 3/5... Discriminator Loss: 0.4051... Generator Loss: 1.8732
Epoch 3/5... Discriminator Loss: 0.3880... Generator Loss: 1.9932
Epoch 3/5... Discriminator Loss: 0.4089... Generator Loss: 1.8262
Epoch 3/5... Discriminator Loss: 0.3955... Generator Loss: 1.6284
Epoch 3/5... Discriminator Loss: 0.5016... Generator Loss: 1.2716
Epoch 3/5... Discriminator Loss: 0.7895... Generator Loss: 0.8572
Epoch 3/5... Discriminator Loss: 0.6258... Generator Loss: 1.1355
Epoch 3/5... Discriminator Loss: 0.5146... Generator Loss: 1.2329
Epoch 3/5... Discriminator Loss: 0.7387... Generator Loss: 0.9025
Epoch 3/5... Discriminator Loss: 0.4485... Generator Loss: 1.3723
Epoch 3/5... Discriminator Loss: 0.4421... Generator Loss: 1.8787
Epoch 3/5... Discriminator Loss: 0.4512... Generator Loss: 1.3697
Epoch 3/5... Discriminator Loss: 0.3269... Generator Loss: 1.6638
Epoch 3/5... Discriminator Loss: 0.4902... Generator Loss: 1.3311
Epoch 3/5... Discriminator Loss: 0.3132... Generator Loss: 1.8130
Epoch 3/5... Discriminator Loss: 0.2814... Generator Loss: 1.9215
Epoch 3/5... Discriminator Loss: 0.6314... Generator Loss: 1.3253
Epoch 3/5... Discriminator Loss: 0.4132... Generator Loss: 2.4702
Epoch 3/5... Discriminator Loss: 0.3242... Generator Loss: 2.0211
Epoch 3/5... Discriminator Loss: 0.7161... Generator Loss: 0.9433
Epoch 3/5... Discriminator Loss: 0.7510... Generator Loss: 0.8960
Epoch 3/5... Discriminator Loss: 0.2809... Generator Loss: 1.8943
Epoch 3/5... Discriminator Loss: 0.5748... Generator Loss: 1.1966
Epoch 3/5... Discriminator Loss: 0.5422... Generator Loss: 1.1612
Epoch 3/5... Discriminator Loss: 0.3602... Generator Loss: 1.4926
Epoch 3/5... Discriminator Loss: 0.8775... Generator Loss: 0.7072
Epoch 3/5... Discriminator Loss: 1.4319... Generator Loss: 0.5430
Epoch 3/5... Discriminator Loss: 0.7575... Generator Loss: 0.9304
Epoch 3/5... Discriminator Loss: 0.7211... Generator Loss: 1.1104
Epoch 3/5... Discriminator Loss: 0.8338... Generator Loss: 0.8802
Epoch 3/5... Discriminator Loss: 0.4376... Generator Loss: 1.2772
Epoch 3/5... Discriminator Loss: 0.5265... Generator Loss: 1.7644
Epoch 3/5... Discriminator Loss: 1.5603... Generator Loss: 0.4002
Epoch 3/5... Discriminator Loss: 0.5999... Generator Loss: 1.3305
Epoch 3/5... Discriminator Loss: 0.3757... Generator Loss: 1.6018
Epoch 3/5... Discriminator Loss: 0.5393... Generator Loss: 1.3238
Epoch 3/5... Discriminator Loss: 0.3021... Generator Loss: 2.5123
Epoch 3/5... Discriminator Loss: 0.2740... Generator Loss: 2.1700
Epoch 3/5... Discriminator Loss: 0.5572... Generator Loss: 1.2535
Epoch 3/5... Discriminator Loss: 0.4089... Generator Loss: 1.5107
Epoch 3/5... Discriminator Loss: 0.8380... Generator Loss: 0.7842
Epoch 3/5... Discriminator Loss: 0.3455... Generator Loss: 2.0706
Epoch 3/5... Discriminator Loss: 0.5850... Generator Loss: 1.0946
Epoch 3/5... Discriminator Loss: 0.5217... Generator Loss: 1.2049
Epoch 3/5... Discriminator Loss: 0.4302... Generator Loss: 1.5742
Epoch 3/5... Discriminator Loss: 0.3401... Generator Loss: 1.7896
Epoch 3/5... Discriminator Loss: 0.3568... Generator Loss: 1.5280
Epoch 4/5... Discriminator Loss: 0.2602... Generator Loss: 1.9220
Epoch 4/5... Discriminator Loss: 0.6090... Generator Loss: 1.0733
Epoch 4/5... Discriminator Loss: 0.7372... Generator Loss: 0.9457
Epoch 4/5... Discriminator Loss: 0.5460... Generator Loss: 1.3104
Epoch 4/5... Discriminator Loss: 0.4961... Generator Loss: 1.2716
Epoch 4/5... Discriminator Loss: 1.6465... Generator Loss: 0.2939
Epoch 4/5... Discriminator Loss: 0.5192... Generator Loss: 1.1491
Epoch 4/5... Discriminator Loss: 0.2027... Generator Loss: 2.4146
Epoch 4/5... Discriminator Loss: 0.4979... Generator Loss: 1.2571
Epoch 4/5... Discriminator Loss: 0.3418... Generator Loss: 1.7024
Epoch 4/5... Discriminator Loss: 0.3700... Generator Loss: 1.6389
Epoch 4/5... Discriminator Loss: 0.3432... Generator Loss: 1.7721
Epoch 4/5... Discriminator Loss: 0.3141... Generator Loss: 1.9600
Epoch 4/5... Discriminator Loss: 0.3113... Generator Loss: 1.6598
Epoch 4/5... Discriminator Loss: 0.5228... Generator Loss: 1.3012
Epoch 4/5... Discriminator Loss: 2.1124... Generator Loss: 0.2277
Epoch 4/5... Discriminator Loss: 0.3053... Generator Loss: 1.9228
Epoch 4/5... Discriminator Loss: 0.3794... Generator Loss: 1.5028
Epoch 4/5... Discriminator Loss: 0.9201... Generator Loss: 0.8160
Epoch 4/5... Discriminator Loss: 0.8007... Generator Loss: 0.8106
Epoch 4/5... Discriminator Loss: 0.3325... Generator Loss: 2.2095
Epoch 4/5... Discriminator Loss: 0.3844... Generator Loss: 1.7136
Epoch 4/5... Discriminator Loss: 1.1856... Generator Loss: 2.7279
Epoch 4/5... Discriminator Loss: 1.3282... Generator Loss: 3.5496
Epoch 4/5... Discriminator Loss: 0.4016... Generator Loss: 2.0465
Epoch 4/5... Discriminator Loss: 0.4091... Generator Loss: 2.1034
Epoch 4/5... Discriminator Loss: 0.3942... Generator Loss: 1.6968
Epoch 4/5... Discriminator Loss: 0.6909... Generator Loss: 1.0311
Epoch 4/5... Discriminator Loss: 0.8148... Generator Loss: 0.8940
Epoch 4/5... Discriminator Loss: 0.5846... Generator Loss: 1.0213
Epoch 4/5... Discriminator Loss: 0.4644... Generator Loss: 1.2711
Epoch 4/5... Discriminator Loss: 0.4734... Generator Loss: 1.4702
Epoch 4/5... Discriminator Loss: 0.2278... Generator Loss: 2.4903
Epoch 4/5... Discriminator Loss: 0.3447... Generator Loss: 1.8087
Epoch 4/5... Discriminator Loss: 0.2395... Generator Loss: 2.0016
Epoch 4/5... Discriminator Loss: 0.3682... Generator Loss: 1.4523
Epoch 4/5... Discriminator Loss: 0.8198... Generator Loss: 0.8024
Epoch 4/5... Discriminator Loss: 0.5272... Generator Loss: 1.2966
Epoch 4/5... Discriminator Loss: 0.5163... Generator Loss: 1.3055
Epoch 4/5... Discriminator Loss: 0.5683... Generator Loss: 1.1997
Epoch 4/5... Discriminator Loss: 0.4609... Generator Loss: 1.3456
Epoch 4/5... Discriminator Loss: 0.3670... Generator Loss: 1.6505
Epoch 4/5... Discriminator Loss: 0.4509... Generator Loss: 1.3756
Epoch 4/5... Discriminator Loss: 0.2695... Generator Loss: 2.9642
Epoch 4/5... Discriminator Loss: 0.2896... Generator Loss: 2.1426
Epoch 4/5... Discriminator Loss: 0.3798... Generator Loss: 3.0768
Epoch 4/5... Discriminator Loss: 0.6143... Generator Loss: 1.1331
Epoch 4/5... Discriminator Loss: 0.5297... Generator Loss: 1.2300
Epoch 4/5... Discriminator Loss: 0.6797... Generator Loss: 1.1988
Epoch 4/5... Discriminator Loss: 0.2166... Generator Loss: 1.9958
Epoch 4/5... Discriminator Loss: 0.3020... Generator Loss: 1.7320
Epoch 4/5... Discriminator Loss: 0.4129... Generator Loss: 1.5147
Epoch 4/5... Discriminator Loss: 0.5372... Generator Loss: 1.3087
Epoch 4/5... Discriminator Loss: 0.5190... Generator Loss: 1.3562
Epoch 4/5... Discriminator Loss: 0.3496... Generator Loss: 1.6206
Epoch 4/5... Discriminator Loss: 0.4371... Generator Loss: 1.5367
Epoch 4/5... Discriminator Loss: 0.2945... Generator Loss: 1.8204
Epoch 4/5... Discriminator Loss: 0.3438... Generator Loss: 1.7515
Epoch 4/5... Discriminator Loss: 0.6465... Generator Loss: 0.9626
Epoch 4/5... Discriminator Loss: 1.2347... Generator Loss: 0.4821
Epoch 4/5... Discriminator Loss: 0.3776... Generator Loss: 1.5874
Epoch 4/5... Discriminator Loss: 0.4540... Generator Loss: 1.5526
Epoch 4/5... Discriminator Loss: 0.6920... Generator Loss: 0.9120
Epoch 4/5... Discriminator Loss: 0.3769... Generator Loss: 1.4973
Epoch 4/5... Discriminator Loss: 0.4829... Generator Loss: 1.5020
Epoch 4/5... Discriminator Loss: 0.4927... Generator Loss: 1.3890
Epoch 4/5... Discriminator Loss: 0.5332... Generator Loss: 1.1799
Epoch 4/5... Discriminator Loss: 0.7798... Generator Loss: 0.8527
Epoch 4/5... Discriminator Loss: 0.3061... Generator Loss: 2.1986
Epoch 4/5... Discriminator Loss: 0.3872... Generator Loss: 1.4385
Epoch 4/5... Discriminator Loss: 0.3059... Generator Loss: 1.8359
Epoch 4/5... Discriminator Loss: 0.6483... Generator Loss: 1.0097
Epoch 4/5... Discriminator Loss: 0.3162... Generator Loss: 1.7398
Epoch 4/5... Discriminator Loss: 0.3034... Generator Loss: 1.5775
Epoch 4/5... Discriminator Loss: 0.7493... Generator Loss: 1.0870
Epoch 4/5... Discriminator Loss: 0.4337... Generator Loss: 1.5227
Epoch 4/5... Discriminator Loss: 0.7832... Generator Loss: 0.9449
Epoch 4/5... Discriminator Loss: 0.4278... Generator Loss: 1.5010
Epoch 4/5... Discriminator Loss: 0.4115... Generator Loss: 1.7702
Epoch 4/5... Discriminator Loss: 0.9474... Generator Loss: 3.1537
Epoch 4/5... Discriminator Loss: 0.2499... Generator Loss: 2.4493
Epoch 4/5... Discriminator Loss: 0.3512... Generator Loss: 1.7631
Epoch 4/5... Discriminator Loss: 0.2896... Generator Loss: 2.0398
Epoch 4/5... Discriminator Loss: 0.5063... Generator Loss: 1.2775
Epoch 4/5... Discriminator Loss: 0.4282... Generator Loss: 1.8257
Epoch 4/5... Discriminator Loss: 0.7470... Generator Loss: 0.8334
Epoch 4/5... Discriminator Loss: 0.4843... Generator Loss: 1.3009
Epoch 4/5... Discriminator Loss: 0.5652... Generator Loss: 1.3121
Epoch 4/5... Discriminator Loss: 0.4054... Generator Loss: 1.4407
Epoch 4/5... Discriminator Loss: 2.5632... Generator Loss: 7.8370
Epoch 4/5... Discriminator Loss: 0.5274... Generator Loss: 1.9898
Epoch 4/5... Discriminator Loss: 0.7085... Generator Loss: 3.1292
Epoch 4/5... Discriminator Loss: 0.8041... Generator Loss: 3.6313
Epoch 4/5... Discriminator Loss: 0.2777... Generator Loss: 2.0442
Epoch 4/5... Discriminator Loss: 0.3443... Generator Loss: 1.8645
Epoch 4/5... Discriminator Loss: 0.2295... Generator Loss: 2.1919
Epoch 4/5... Discriminator Loss: 0.2576... Generator Loss: 1.9945
Epoch 4/5... Discriminator Loss: 0.3333... Generator Loss: 1.6265
Epoch 4/5... Discriminator Loss: 0.4453... Generator Loss: 1.3998
Epoch 4/5... Discriminator Loss: 0.2663... Generator Loss: 2.2908
Epoch 4/5... Discriminator Loss: 0.3341... Generator Loss: 1.9160
Epoch 4/5... Discriminator Loss: 0.2184... Generator Loss: 2.0783
Epoch 4/5... Discriminator Loss: 0.4607... Generator Loss: 1.4487
Epoch 4/5... Discriminator Loss: 0.3196... Generator Loss: 1.8266
Epoch 4/5... Discriminator Loss: 0.1964... Generator Loss: 2.2057
Epoch 4/5... Discriminator Loss: 0.3334... Generator Loss: 1.9529
Epoch 4/5... Discriminator Loss: 1.3396... Generator Loss: 0.4396
Epoch 4/5... Discriminator Loss: 0.4640... Generator Loss: 1.5102
Epoch 4/5... Discriminator Loss: 0.7282... Generator Loss: 0.9032
Epoch 4/5... Discriminator Loss: 0.3835... Generator Loss: 1.5439
Epoch 4/5... Discriminator Loss: 1.1556... Generator Loss: 0.6088
Epoch 4/5... Discriminator Loss: 0.3765... Generator Loss: 1.5770
Epoch 4/5... Discriminator Loss: 0.3357... Generator Loss: 1.7018
Epoch 4/5... Discriminator Loss: 0.4145... Generator Loss: 1.5040
Epoch 4/5... Discriminator Loss: 0.5163... Generator Loss: 1.2743
Epoch 4/5... Discriminator Loss: 0.3559... Generator Loss: 1.5572
Epoch 4/5... Discriminator Loss: 0.2730... Generator Loss: 1.7537
Epoch 4/5... Discriminator Loss: 0.5307... Generator Loss: 1.1330
Epoch 4/5... Discriminator Loss: 0.4375... Generator Loss: 1.4114
Epoch 4/5... Discriminator Loss: 0.2528... Generator Loss: 1.9739
Epoch 4/5... Discriminator Loss: 0.3202... Generator Loss: 2.5052
Epoch 4/5... Discriminator Loss: 0.3102... Generator Loss: 1.8090
Epoch 4/5... Discriminator Loss: 2.1286... Generator Loss: 0.4843
Epoch 4/5... Discriminator Loss: 0.7292... Generator Loss: 0.9415
Epoch 4/5... Discriminator Loss: 0.2149... Generator Loss: 2.6342
Epoch 4/5... Discriminator Loss: 0.4058... Generator Loss: 1.3435
Epoch 4/5... Discriminator Loss: 0.2689... Generator Loss: 1.9565
Epoch 4/5... Discriminator Loss: 0.3022... Generator Loss: 1.9725
Epoch 4/5... Discriminator Loss: 0.2559... Generator Loss: 2.2888
Epoch 4/5... Discriminator Loss: 0.8962... Generator Loss: 0.7243
Epoch 4/5... Discriminator Loss: 0.4818... Generator Loss: 1.3412
Epoch 4/5... Discriminator Loss: 0.4569... Generator Loss: 1.3651
Epoch 4/5... Discriminator Loss: 0.5966... Generator Loss: 1.1916
Epoch 4/5... Discriminator Loss: 0.1543... Generator Loss: 2.7383
Epoch 4/5... Discriminator Loss: 0.2890... Generator Loss: 1.7821
Epoch 4/5... Discriminator Loss: 0.2365... Generator Loss: 2.0077
Epoch 4/5... Discriminator Loss: 0.3155... Generator Loss: 1.5446
Epoch 4/5... Discriminator Loss: 0.4762... Generator Loss: 1.3068
Epoch 4/5... Discriminator Loss: 0.3369... Generator Loss: 1.8988
Epoch 4/5... Discriminator Loss: 0.4624... Generator Loss: 1.5431
Epoch 4/5... Discriminator Loss: 0.3590... Generator Loss: 1.5709
Epoch 4/5... Discriminator Loss: 0.4784... Generator Loss: 1.6417
Epoch 4/5... Discriminator Loss: 0.8771... Generator Loss: 0.7445
Epoch 4/5... Discriminator Loss: 0.6241... Generator Loss: 1.0277
Epoch 4/5... Discriminator Loss: 0.2201... Generator Loss: 2.5183
Epoch 4/5... Discriminator Loss: 7.4342... Generator Loss: 11.2988
Epoch 4/5... Discriminator Loss: 0.3885... Generator Loss: 2.1161
Epoch 4/5... Discriminator Loss: 0.5801... Generator Loss: 3.2533
Epoch 4/5... Discriminator Loss: 0.7498... Generator Loss: 0.9162
Epoch 4/5... Discriminator Loss: 0.5370... Generator Loss: 1.1803
Epoch 4/5... Discriminator Loss: 0.2118... Generator Loss: 2.1112
Epoch 4/5... Discriminator Loss: 0.5585... Generator Loss: 1.2383
Epoch 4/5... Discriminator Loss: 0.5631... Generator Loss: 1.1428
Epoch 4/5... Discriminator Loss: 1.4449... Generator Loss: 0.4839
Epoch 4/5... Discriminator Loss: 0.2023... Generator Loss: 2.4561
Epoch 4/5... Discriminator Loss: 0.3512... Generator Loss: 1.5324
Epoch 4/5... Discriminator Loss: 0.7351... Generator Loss: 1.2463
Epoch 4/5... Discriminator Loss: 0.4403... Generator Loss: 1.6351
Epoch 4/5... Discriminator Loss: 0.4790... Generator Loss: 1.4383
Epoch 4/5... Discriminator Loss: 0.2509... Generator Loss: 2.1020
Epoch 4/5... Discriminator Loss: 0.6392... Generator Loss: 1.0322
Epoch 4/5... Discriminator Loss: 0.4143... Generator Loss: 1.4243
Epoch 4/5... Discriminator Loss: 0.3380... Generator Loss: 1.6715
Epoch 4/5... Discriminator Loss: 0.5458... Generator Loss: 1.2216
Epoch 4/5... Discriminator Loss: 0.2616... Generator Loss: 1.8302
Epoch 4/5... Discriminator Loss: 0.5248... Generator Loss: 1.3276
Epoch 4/5... Discriminator Loss: 0.2155... Generator Loss: 2.1227
Epoch 4/5... Discriminator Loss: 0.5246... Generator Loss: 1.1787
Epoch 4/5... Discriminator Loss: 0.4426... Generator Loss: 1.3958
Epoch 4/5... Discriminator Loss: 0.4480... Generator Loss: 1.3505
Epoch 4/5... Discriminator Loss: 1.4874... Generator Loss: 0.5246
Epoch 4/5... Discriminator Loss: 0.3431... Generator Loss: 1.9271
Epoch 4/5... Discriminator Loss: 0.4175... Generator Loss: 1.4342
Epoch 4/5... Discriminator Loss: 0.3746... Generator Loss: 1.6691
Epoch 4/5... Discriminator Loss: 0.6442... Generator Loss: 1.0815
Epoch 4/5... Discriminator Loss: 0.2568... Generator Loss: 2.1578
Epoch 4/5... Discriminator Loss: 0.5459... Generator Loss: 1.0745
Epoch 4/5... Discriminator Loss: 0.4282... Generator Loss: 1.4265
Epoch 4/5... Discriminator Loss: 0.6491... Generator Loss: 1.0559
Epoch 4/5... Discriminator Loss: 0.3041... Generator Loss: 1.6316
Epoch 4/5... Discriminator Loss: 0.3047... Generator Loss: 1.7739
Epoch 4/5... Discriminator Loss: 1.1208... Generator Loss: 0.5876
Epoch 4/5... Discriminator Loss: 0.3142... Generator Loss: 1.8084
Epoch 4/5... Discriminator Loss: 0.3557... Generator Loss: 1.7560
Epoch 4/5... Discriminator Loss: 0.3466... Generator Loss: 1.5202
Epoch 4/5... Discriminator Loss: 0.2099... Generator Loss: 2.3957
Epoch 4/5... Discriminator Loss: 0.4930... Generator Loss: 1.3119

CelebA

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

In [20]:
batch_size = 64
z_dim = 100
learning_rate = 0.0001
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 5

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 0/5... Discriminator Loss: 1.8813... Generator Loss: 0.3869
Epoch 0/5... Discriminator Loss: 0.8844... Generator Loss: 1.0501
Epoch 0/5... Discriminator Loss: 0.5608... Generator Loss: 1.4488
Epoch 0/5... Discriminator Loss: 0.3898... Generator Loss: 1.7532
Epoch 0/5... Discriminator Loss: 0.3181... Generator Loss: 1.9442
Epoch 0/5... Discriminator Loss: 0.2443... Generator Loss: 2.1909
Epoch 0/5... Discriminator Loss: 0.2588... Generator Loss: 2.2054
Epoch 0/5... Discriminator Loss: 0.2620... Generator Loss: 2.2299
Epoch 0/5... Discriminator Loss: 0.2825... Generator Loss: 2.0621
Epoch 0/5... Discriminator Loss: 0.1918... Generator Loss: 2.1659
Epoch 0/5... Discriminator Loss: 0.2220... Generator Loss: 2.7804
Epoch 0/5... Discriminator Loss: 0.0870... Generator Loss: 3.8087
Epoch 0/5... Discriminator Loss: 0.2449... Generator Loss: 4.1270
Epoch 0/5... Discriminator Loss: 0.2330... Generator Loss: 5.7021
Epoch 0/5... Discriminator Loss: 0.2137... Generator Loss: 2.1514
Epoch 0/5... Discriminator Loss: 0.3058... Generator Loss: 2.1009
Epoch 0/5... Discriminator Loss: 0.2778... Generator Loss: 6.3896
Epoch 0/5... Discriminator Loss: 0.1300... Generator Loss: 3.2060
Epoch 0/5... Discriminator Loss: 0.3238... Generator Loss: 2.0640
Epoch 0/5... Discriminator Loss: 0.2729... Generator Loss: 3.2184
Epoch 0/5... Discriminator Loss: 0.2388... Generator Loss: 4.7576
Epoch 0/5... Discriminator Loss: 0.3957... Generator Loss: 2.9482
Epoch 0/5... Discriminator Loss: 0.5800... Generator Loss: 1.3964
Epoch 0/5... Discriminator Loss: 0.4301... Generator Loss: 1.2214
Epoch 0/5... Discriminator Loss: 0.3720... Generator Loss: 2.1777
Epoch 0/5... Discriminator Loss: 0.4392... Generator Loss: 1.5529
Epoch 0/5... Discriminator Loss: 0.5133... Generator Loss: 2.5968
Epoch 0/5... Discriminator Loss: 0.3341... Generator Loss: 3.8950
Epoch 0/5... Discriminator Loss: 0.2431... Generator Loss: 1.9408
Epoch 0/5... Discriminator Loss: 0.4771... Generator Loss: 1.6744
Epoch 0/5... Discriminator Loss: 0.3095... Generator Loss: 3.1099
Epoch 0/5... Discriminator Loss: 0.8920... Generator Loss: 3.2310
Epoch 0/5... Discriminator Loss: 0.5063... Generator Loss: 1.7913
Epoch 0/5... Discriminator Loss: 0.4510... Generator Loss: 1.7779
Epoch 0/5... Discriminator Loss: 0.7041... Generator Loss: 3.2947
Epoch 0/5... Discriminator Loss: 0.5652... Generator Loss: 1.7102
Epoch 0/5... Discriminator Loss: 0.3870... Generator Loss: 2.0936
Epoch 0/5... Discriminator Loss: 0.4909... Generator Loss: 2.8955
Epoch 0/5... Discriminator Loss: 0.5878... Generator Loss: 1.8507
Epoch 0/5... Discriminator Loss: 0.6647... Generator Loss: 0.9347
Epoch 0/5... Discriminator Loss: 0.9719... Generator Loss: 0.8012
Epoch 0/5... Discriminator Loss: 1.0601... Generator Loss: 2.2601
Epoch 0/5... Discriminator Loss: 0.9457... Generator Loss: 2.4462
Epoch 0/5... Discriminator Loss: 0.8233... Generator Loss: 1.5532
Epoch 0/5... Discriminator Loss: 1.0975... Generator Loss: 0.6200
Epoch 0/5... Discriminator Loss: 0.5748... Generator Loss: 2.0945
Epoch 0/5... Discriminator Loss: 0.6867... Generator Loss: 1.8230
Epoch 0/5... Discriminator Loss: 1.0525... Generator Loss: 2.8599
Epoch 0/5... Discriminator Loss: 0.8460... Generator Loss: 1.6159
Epoch 0/5... Discriminator Loss: 0.6097... Generator Loss: 1.5992
Epoch 0/5... Discriminator Loss: 0.6603... Generator Loss: 1.1812
Epoch 0/5... Discriminator Loss: 0.6592... Generator Loss: 1.3772
Epoch 0/5... Discriminator Loss: 0.7252... Generator Loss: 1.3616
Epoch 0/5... Discriminator Loss: 0.7479... Generator Loss: 1.1599
Epoch 0/5... Discriminator Loss: 0.5563... Generator Loss: 2.0425
Epoch 0/5... Discriminator Loss: 0.6845... Generator Loss: 1.5256
Epoch 0/5... Discriminator Loss: 0.8916... Generator Loss: 1.2853
Epoch 0/5... Discriminator Loss: 0.6638... Generator Loss: 1.2339
Epoch 0/5... Discriminator Loss: 0.6102... Generator Loss: 1.4245
Epoch 0/5... Discriminator Loss: 0.6759... Generator Loss: 1.1802
Epoch 0/5... Discriminator Loss: 0.6767... Generator Loss: 1.6524
Epoch 0/5... Discriminator Loss: 0.7976... Generator Loss: 1.2049
Epoch 0/5... Discriminator Loss: 0.7690... Generator Loss: 1.1035
Epoch 0/5... Discriminator Loss: 0.9203... Generator Loss: 1.4923
Epoch 0/5... Discriminator Loss: 0.7993... Generator Loss: 1.3747
Epoch 0/5... Discriminator Loss: 0.8126... Generator Loss: 1.4008
Epoch 0/5... Discriminator Loss: 0.9334... Generator Loss: 0.8942
Epoch 0/5... Discriminator Loss: 0.8992... Generator Loss: 1.0941
Epoch 0/5... Discriminator Loss: 1.0683... Generator Loss: 0.6895
Epoch 0/5... Discriminator Loss: 0.8280... Generator Loss: 1.3288
Epoch 0/5... Discriminator Loss: 0.7723... Generator Loss: 1.1165
Epoch 0/5... Discriminator Loss: 0.9696... Generator Loss: 1.3173
Epoch 0/5... Discriminator Loss: 0.8111... Generator Loss: 0.9735
Epoch 0/5... Discriminator Loss: 1.0467... Generator Loss: 0.9259
Epoch 0/5... Discriminator Loss: 0.8300... Generator Loss: 1.0461
Epoch 0/5... Discriminator Loss: 0.9981... Generator Loss: 0.8562
Epoch 0/5... Discriminator Loss: 0.8673... Generator Loss: 1.0135
Epoch 0/5... Discriminator Loss: 0.9547... Generator Loss: 1.0400
Epoch 0/5... Discriminator Loss: 1.2870... Generator Loss: 0.5915
Epoch 0/5... Discriminator Loss: 0.8998... Generator Loss: 1.2411
Epoch 0/5... Discriminator Loss: 0.8902... Generator Loss: 1.1546
Epoch 0/5... Discriminator Loss: 1.1362... Generator Loss: 0.8291
Epoch 0/5... Discriminator Loss: 1.3587... Generator Loss: 0.5966
Epoch 0/5... Discriminator Loss: 1.2987... Generator Loss: 0.6501
Epoch 0/5... Discriminator Loss: 0.9204... Generator Loss: 1.2828
Epoch 0/5... Discriminator Loss: 1.0251... Generator Loss: 0.8541
Epoch 0/5... Discriminator Loss: 0.9665... Generator Loss: 0.8185
Epoch 0/5... Discriminator Loss: 1.0808... Generator Loss: 1.0171
Epoch 0/5... Discriminator Loss: 1.2713... Generator Loss: 0.7443
Epoch 0/5... Discriminator Loss: 1.4917... Generator Loss: 0.6553
Epoch 0/5... Discriminator Loss: 1.1453... Generator Loss: 0.9902
Epoch 0/5... Discriminator Loss: 1.1672... Generator Loss: 0.9469
Epoch 0/5... Discriminator Loss: 1.1246... Generator Loss: 1.0633
Epoch 0/5... Discriminator Loss: 1.0122... Generator Loss: 1.0902
Epoch 0/5... Discriminator Loss: 0.9107... Generator Loss: 1.0391
Epoch 0/5... Discriminator Loss: 1.2973... Generator Loss: 0.8811
Epoch 0/5... Discriminator Loss: 1.1174... Generator Loss: 1.0947
Epoch 0/5... Discriminator Loss: 0.9663... Generator Loss: 1.1997
Epoch 0/5... Discriminator Loss: 1.0260... Generator Loss: 1.1081
Epoch 0/5... Discriminator Loss: 0.8360... Generator Loss: 1.0893
Epoch 0/5... Discriminator Loss: 1.1068... Generator Loss: 1.4258
Epoch 0/5... Discriminator Loss: 1.1680... Generator Loss: 0.7539
Epoch 0/5... Discriminator Loss: 0.7558... Generator Loss: 1.3037
Epoch 0/5... Discriminator Loss: 0.9072... Generator Loss: 0.9516
Epoch 0/5... Discriminator Loss: 0.8318... Generator Loss: 1.3937
Epoch 0/5... Discriminator Loss: 0.9110... Generator Loss: 1.0408
Epoch 0/5... Discriminator Loss: 1.0174... Generator Loss: 1.0433
Epoch 0/5... Discriminator Loss: 0.9158... Generator Loss: 1.2628
Epoch 0/5... Discriminator Loss: 0.9898... Generator Loss: 2.0296
Epoch 0/5... Discriminator Loss: 0.8502... Generator Loss: 1.2990
Epoch 0/5... Discriminator Loss: 1.1234... Generator Loss: 0.8015
Epoch 0/5... Discriminator Loss: 1.0833... Generator Loss: 1.1707
Epoch 0/5... Discriminator Loss: 1.2785... Generator Loss: 0.7895
Epoch 0/5... Discriminator Loss: 0.8907... Generator Loss: 1.0223
Epoch 0/5... Discriminator Loss: 1.1519... Generator Loss: 0.7649
Epoch 0/5... Discriminator Loss: 0.9181... Generator Loss: 1.2027
Epoch 0/5... Discriminator Loss: 0.9699... Generator Loss: 1.2884
Epoch 0/5... Discriminator Loss: 1.0404... Generator Loss: 1.3821
Epoch 0/5... Discriminator Loss: 0.9408... Generator Loss: 1.2051
Epoch 0/5... Discriminator Loss: 1.3195... Generator Loss: 0.7499
Epoch 0/5... Discriminator Loss: 0.9604... Generator Loss: 1.3974
Epoch 0/5... Discriminator Loss: 1.0542... Generator Loss: 1.2101
Epoch 0/5... Discriminator Loss: 0.9042... Generator Loss: 1.4067
Epoch 0/5... Discriminator Loss: 1.0246... Generator Loss: 1.1076
Epoch 0/5... Discriminator Loss: 1.1235... Generator Loss: 1.0370
Epoch 0/5... Discriminator Loss: 0.9251... Generator Loss: 1.3169
Epoch 0/5... Discriminator Loss: 0.8780... Generator Loss: 1.1254
Epoch 0/5... Discriminator Loss: 0.9536... Generator Loss: 0.9775
Epoch 0/5... Discriminator Loss: 0.9077... Generator Loss: 1.7592
Epoch 0/5... Discriminator Loss: 0.8187... Generator Loss: 1.2037
Epoch 0/5... Discriminator Loss: 0.7270... Generator Loss: 1.2806
Epoch 0/5... Discriminator Loss: 0.9625... Generator Loss: 1.0262
Epoch 0/5... Discriminator Loss: 1.0536... Generator Loss: 1.2255
Epoch 0/5... Discriminator Loss: 0.9394... Generator Loss: 0.8425
Epoch 0/5... Discriminator Loss: 0.8888... Generator Loss: 1.2129
Epoch 0/5... Discriminator Loss: 0.8083... Generator Loss: 1.5196
Epoch 0/5... Discriminator Loss: 0.9545... Generator Loss: 1.0078
Epoch 0/5... Discriminator Loss: 1.0510... Generator Loss: 1.1487
Epoch 0/5... Discriminator Loss: 1.0068... Generator Loss: 1.0417
Epoch 0/5... Discriminator Loss: 0.9867... Generator Loss: 0.9063
Epoch 0/5... Discriminator Loss: 0.9909... Generator Loss: 1.1464
Epoch 0/5... Discriminator Loss: 1.1063... Generator Loss: 0.7619
Epoch 0/5... Discriminator Loss: 1.0317... Generator Loss: 1.1934
Epoch 0/5... Discriminator Loss: 0.8098... Generator Loss: 1.2468
Epoch 0/5... Discriminator Loss: 0.8986... Generator Loss: 1.3314
Epoch 0/5... Discriminator Loss: 1.0225... Generator Loss: 0.8728
Epoch 0/5... Discriminator Loss: 0.8768... Generator Loss: 1.5815
Epoch 0/5... Discriminator Loss: 0.9641... Generator Loss: 1.6483
Epoch 0/5... Discriminator Loss: 0.8330... Generator Loss: 1.2541
Epoch 0/5... Discriminator Loss: 0.9027... Generator Loss: 1.5708
Epoch 0/5... Discriminator Loss: 0.7930... Generator Loss: 1.2522
Epoch 0/5... Discriminator Loss: 0.9888... Generator Loss: 1.0424
Epoch 0/5... Discriminator Loss: 1.1642... Generator Loss: 0.5946
Epoch 0/5... Discriminator Loss: 1.2627... Generator Loss: 1.1643
Epoch 0/5... Discriminator Loss: 0.8810... Generator Loss: 1.0553
Epoch 0/5... Discriminator Loss: 1.0503... Generator Loss: 1.0835
Epoch 0/5... Discriminator Loss: 0.9097... Generator Loss: 1.3304
Epoch 0/5... Discriminator Loss: 1.0051... Generator Loss: 0.8924
Epoch 0/5... Discriminator Loss: 1.0147... Generator Loss: 1.1452
Epoch 0/5... Discriminator Loss: 0.9938... Generator Loss: 0.9900
Epoch 0/5... Discriminator Loss: 0.9002... Generator Loss: 1.0558
Epoch 0/5... Discriminator Loss: 0.8979... Generator Loss: 1.2152
Epoch 0/5... Discriminator Loss: 0.8932... Generator Loss: 1.3035
Epoch 0/5... Discriminator Loss: 0.9979... Generator Loss: 1.1020
Epoch 0/5... Discriminator Loss: 1.0296... Generator Loss: 0.8246
Epoch 0/5... Discriminator Loss: 0.8408... Generator Loss: 1.0726
Epoch 0/5... Discriminator Loss: 1.0513... Generator Loss: 0.9780
Epoch 0/5... Discriminator Loss: 0.9402... Generator Loss: 1.0742
Epoch 0/5... Discriminator Loss: 0.9004... Generator Loss: 0.9397
Epoch 0/5... Discriminator Loss: 1.0744... Generator Loss: 1.0222
Epoch 0/5... Discriminator Loss: 0.8565... Generator Loss: 1.1293
Epoch 0/5... Discriminator Loss: 1.2973... Generator Loss: 0.4776
Epoch 0/5... Discriminator Loss: 0.8110... Generator Loss: 1.3008
Epoch 0/5... Discriminator Loss: 1.2079... Generator Loss: 0.6445
Epoch 0/5... Discriminator Loss: 1.0651... Generator Loss: 0.7351
Epoch 0/5... Discriminator Loss: 0.9881... Generator Loss: 0.9596
Epoch 0/5... Discriminator Loss: 1.0091... Generator Loss: 1.3814
Epoch 0/5... Discriminator Loss: 0.9604... Generator Loss: 0.9919
Epoch 0/5... Discriminator Loss: 1.2046... Generator Loss: 1.5162
Epoch 0/5... Discriminator Loss: 1.1042... Generator Loss: 0.7010
Epoch 0/5... Discriminator Loss: 1.0661... Generator Loss: 0.9333
Epoch 0/5... Discriminator Loss: 0.8891... Generator Loss: 1.1684
Epoch 0/5... Discriminator Loss: 1.0048... Generator Loss: 0.9906
Epoch 0/5... Discriminator Loss: 1.0462... Generator Loss: 0.9993
Epoch 0/5... Discriminator Loss: 0.9236... Generator Loss: 1.1545
Epoch 0/5... Discriminator Loss: 0.9408... Generator Loss: 1.2431
Epoch 0/5... Discriminator Loss: 1.0358... Generator Loss: 0.8458
Epoch 0/5... Discriminator Loss: 0.8427... Generator Loss: 1.0912
Epoch 0/5... Discriminator Loss: 1.0764... Generator Loss: 0.6760
Epoch 0/5... Discriminator Loss: 0.8403... Generator Loss: 1.2978
Epoch 0/5... Discriminator Loss: 0.8889... Generator Loss: 0.9762
Epoch 0/5... Discriminator Loss: 1.0863... Generator Loss: 0.8650
Epoch 0/5... Discriminator Loss: 0.9293... Generator Loss: 0.9114
Epoch 0/5... Discriminator Loss: 0.8963... Generator Loss: 1.1065
Epoch 0/5... Discriminator Loss: 1.0601... Generator Loss: 1.2328
Epoch 0/5... Discriminator Loss: 0.9542... Generator Loss: 1.1632
Epoch 0/5... Discriminator Loss: 1.0889... Generator Loss: 0.8645
Epoch 0/5... Discriminator Loss: 0.8225... Generator Loss: 1.3640
Epoch 0/5... Discriminator Loss: 0.8780... Generator Loss: 1.2188
Epoch 0/5... Discriminator Loss: 0.8545... Generator Loss: 1.1456
Epoch 0/5... Discriminator Loss: 0.9300... Generator Loss: 0.9659
Epoch 0/5... Discriminator Loss: 1.0712... Generator Loss: 1.4424
Epoch 0/5... Discriminator Loss: 0.8498... Generator Loss: 1.6696
Epoch 0/5... Discriminator Loss: 1.1666... Generator Loss: 0.6232
Epoch 0/5... Discriminator Loss: 0.8860... Generator Loss: 1.2279
Epoch 0/5... Discriminator Loss: 1.2007... Generator Loss: 0.6110
Epoch 0/5... Discriminator Loss: 0.8266... Generator Loss: 1.1885
Epoch 0/5... Discriminator Loss: 0.9827... Generator Loss: 1.1748
Epoch 0/5... Discriminator Loss: 0.8419... Generator Loss: 1.4355
Epoch 0/5... Discriminator Loss: 1.0031... Generator Loss: 0.9100
Epoch 0/5... Discriminator Loss: 0.8161... Generator Loss: 1.1559
Epoch 0/5... Discriminator Loss: 1.1161... Generator Loss: 1.2950
Epoch 0/5... Discriminator Loss: 0.8355... Generator Loss: 1.2904
Epoch 0/5... Discriminator Loss: 1.0380... Generator Loss: 0.9077
Epoch 0/5... Discriminator Loss: 0.9687... Generator Loss: 1.4481
Epoch 0/5... Discriminator Loss: 0.8824... Generator Loss: 1.1614
Epoch 0/5... Discriminator Loss: 0.9855... Generator Loss: 1.0610
Epoch 0/5... Discriminator Loss: 0.7279... Generator Loss: 1.3548
Epoch 0/5... Discriminator Loss: 1.1715... Generator Loss: 0.6459
Epoch 0/5... Discriminator Loss: 0.9896... Generator Loss: 0.9742
Epoch 0/5... Discriminator Loss: 0.8834... Generator Loss: 0.9778
Epoch 0/5... Discriminator Loss: 0.9377... Generator Loss: 1.1841
Epoch 0/5... Discriminator Loss: 1.0875... Generator Loss: 0.7593
Epoch 0/5... Discriminator Loss: 1.0223... Generator Loss: 0.8907
Epoch 0/5... Discriminator Loss: 1.0250... Generator Loss: 0.9880
Epoch 0/5... Discriminator Loss: 0.9596... Generator Loss: 1.1245
Epoch 0/5... Discriminator Loss: 0.8825... Generator Loss: 1.1745
Epoch 0/5... Discriminator Loss: 0.8730... Generator Loss: 1.3201
Epoch 0/5... Discriminator Loss: 0.7834... Generator Loss: 1.1153
Epoch 0/5... Discriminator Loss: 0.9025... Generator Loss: 1.2915
Epoch 0/5... Discriminator Loss: 1.1158... Generator Loss: 0.6683
Epoch 0/5... Discriminator Loss: 1.3641... Generator Loss: 0.5326
Epoch 0/5... Discriminator Loss: 0.8635... Generator Loss: 1.1072
Epoch 0/5... Discriminator Loss: 1.0929... Generator Loss: 0.7285
Epoch 0/5... Discriminator Loss: 0.9720... Generator Loss: 0.6973
Epoch 0/5... Discriminator Loss: 1.2385... Generator Loss: 0.6227
Epoch 0/5... Discriminator Loss: 0.9762... Generator Loss: 0.9121
Epoch 0/5... Discriminator Loss: 0.8808... Generator Loss: 1.3378
Epoch 0/5... Discriminator Loss: 0.9244... Generator Loss: 1.0529
Epoch 0/5... Discriminator Loss: 0.9499... Generator Loss: 1.0967
Epoch 0/5... Discriminator Loss: 0.9946... Generator Loss: 0.7944
Epoch 0/5... Discriminator Loss: 0.9439... Generator Loss: 0.9927
Epoch 0/5... Discriminator Loss: 1.0158... Generator Loss: 1.1096
Epoch 0/5... Discriminator Loss: 0.9978... Generator Loss: 1.1034
Epoch 0/5... Discriminator Loss: 1.1636... Generator Loss: 0.6811
Epoch 0/5... Discriminator Loss: 0.9389... Generator Loss: 0.9282
Epoch 0/5... Discriminator Loss: 1.0509... Generator Loss: 0.8075
Epoch 0/5... Discriminator Loss: 0.8932... Generator Loss: 0.9774
Epoch 0/5... Discriminator Loss: 0.9505... Generator Loss: 1.0331
Epoch 0/5... Discriminator Loss: 0.8525... Generator Loss: 1.0189
Epoch 0/5... Discriminator Loss: 0.9485... Generator Loss: 1.1837
Epoch 0/5... Discriminator Loss: 0.9669... Generator Loss: 0.9888
Epoch 0/5... Discriminator Loss: 0.5674... Generator Loss: 1.6605
Epoch 0/5... Discriminator Loss: 0.8703... Generator Loss: 1.0781
Epoch 0/5... Discriminator Loss: 0.9587... Generator Loss: 1.3200
Epoch 0/5... Discriminator Loss: 0.8529... Generator Loss: 1.2317
Epoch 0/5... Discriminator Loss: 0.8902... Generator Loss: 1.1828
Epoch 0/5... Discriminator Loss: 1.1705... Generator Loss: 0.6067
Epoch 0/5... Discriminator Loss: 1.1402... Generator Loss: 0.6785
Epoch 0/5... Discriminator Loss: 1.0324... Generator Loss: 1.2436
Epoch 0/5... Discriminator Loss: 0.8295... Generator Loss: 1.1608
Epoch 0/5... Discriminator Loss: 1.0264... Generator Loss: 0.8039
Epoch 0/5... Discriminator Loss: 0.8417... Generator Loss: 0.8494
Epoch 0/5... Discriminator Loss: 0.8689... Generator Loss: 0.9683
Epoch 0/5... Discriminator Loss: 1.0347... Generator Loss: 1.2950
Epoch 0/5... Discriminator Loss: 0.7487... Generator Loss: 1.2245
Epoch 0/5... Discriminator Loss: 0.8312... Generator Loss: 1.3822
Epoch 0/5... Discriminator Loss: 0.8746... Generator Loss: 0.9647
Epoch 0/5... Discriminator Loss: 1.0014... Generator Loss: 0.7550
Epoch 0/5... Discriminator Loss: 0.7559... Generator Loss: 1.3890
Epoch 0/5... Discriminator Loss: 0.8687... Generator Loss: 1.5082
Epoch 0/5... Discriminator Loss: 0.9540... Generator Loss: 0.9678
Epoch 0/5... Discriminator Loss: 0.8277... Generator Loss: 1.1704
Epoch 0/5... Discriminator Loss: 0.8296... Generator Loss: 1.1689
Epoch 0/5... Discriminator Loss: 0.9533... Generator Loss: 0.8791
Epoch 0/5... Discriminator Loss: 0.9118... Generator Loss: 1.0256
Epoch 0/5... Discriminator Loss: 0.9326... Generator Loss: 1.0726
Epoch 0/5... Discriminator Loss: 1.0085... Generator Loss: 0.7725
Epoch 0/5... Discriminator Loss: 1.0178... Generator Loss: 0.8072
Epoch 0/5... Discriminator Loss: 1.1006... Generator Loss: 0.8562
Epoch 0/5... Discriminator Loss: 1.0909... Generator Loss: 0.7456
Epoch 0/5... Discriminator Loss: 0.9924... Generator Loss: 0.8711
Epoch 0/5... Discriminator Loss: 0.9665... Generator Loss: 0.9117
Epoch 0/5... Discriminator Loss: 1.0626... Generator Loss: 0.9225
Epoch 0/5... Discriminator Loss: 1.0175... Generator Loss: 0.7141
Epoch 0/5... Discriminator Loss: 0.9884... Generator Loss: 1.1248
Epoch 0/5... Discriminator Loss: 0.8439... Generator Loss: 1.2903
Epoch 0/5... Discriminator Loss: 0.6894... Generator Loss: 1.2608
Epoch 0/5... Discriminator Loss: 0.8654... Generator Loss: 1.0701
Epoch 0/5... Discriminator Loss: 0.9937... Generator Loss: 1.2501
Epoch 0/5... Discriminator Loss: 0.9622... Generator Loss: 1.1333
Epoch 0/5... Discriminator Loss: 0.7906... Generator Loss: 1.2140
Epoch 0/5... Discriminator Loss: 1.0397... Generator Loss: 0.7375
Epoch 0/5... Discriminator Loss: 0.9496... Generator Loss: 0.8484
Epoch 0/5... Discriminator Loss: 1.0652... Generator Loss: 1.4043
Epoch 0/5... Discriminator Loss: 1.0160... Generator Loss: 0.8270
Epoch 0/5... Discriminator Loss: 1.1265... Generator Loss: 0.8111
Epoch 0/5... Discriminator Loss: 0.9692... Generator Loss: 0.9474
Epoch 0/5... Discriminator Loss: 0.9749... Generator Loss: 0.9311
Epoch 0/5... Discriminator Loss: 0.8329... Generator Loss: 1.5411
Epoch 0/5... Discriminator Loss: 0.8303... Generator Loss: 1.6160
Epoch 0/5... Discriminator Loss: 0.9343... Generator Loss: 1.1721
Epoch 0/5... Discriminator Loss: 0.7078... Generator Loss: 1.3942
Epoch 0/5... Discriminator Loss: 0.8290... Generator Loss: 1.2696
Epoch 0/5... Discriminator Loss: 0.9725... Generator Loss: 1.0881
Epoch 0/5... Discriminator Loss: 0.9716... Generator Loss: 1.0746
Epoch 0/5... Discriminator Loss: 0.7457... Generator Loss: 1.4092
Epoch 0/5... Discriminator Loss: 0.5287... Generator Loss: 1.6389
Epoch 0/5... Discriminator Loss: 0.9940... Generator Loss: 0.9762
Epoch 0/5... Discriminator Loss: 0.7331... Generator Loss: 1.0598
Epoch 0/5... Discriminator Loss: 0.9222... Generator Loss: 1.0870
Epoch 0/5... Discriminator Loss: 1.0763... Generator Loss: 0.7548
Epoch 0/5... Discriminator Loss: 1.2232... Generator Loss: 0.5906
Epoch 0/5... Discriminator Loss: 0.9427... Generator Loss: 0.8706
Epoch 0/5... Discriminator Loss: 1.1501... Generator Loss: 0.7187
Epoch 0/5... Discriminator Loss: 0.9189... Generator Loss: 0.8296
Epoch 1/5... Discriminator Loss: 0.9843... Generator Loss: 1.0048
Epoch 1/5... Discriminator Loss: 0.7203... Generator Loss: 1.3064
Epoch 1/5... Discriminator Loss: 1.1386... Generator Loss: 0.6397
Epoch 1/5... Discriminator Loss: 0.9921... Generator Loss: 1.0384
Epoch 1/5... Discriminator Loss: 1.3151... Generator Loss: 0.5129
Epoch 1/5... Discriminator Loss: 0.9991... Generator Loss: 0.8751
Epoch 1/5... Discriminator Loss: 0.9484... Generator Loss: 0.9420
Epoch 1/5... Discriminator Loss: 0.9358... Generator Loss: 1.0218
Epoch 1/5... Discriminator Loss: 1.1002... Generator Loss: 0.7415
Epoch 1/5... Discriminator Loss: 1.2351... Generator Loss: 1.0393
Epoch 1/5... Discriminator Loss: 1.0248... Generator Loss: 0.8178
Epoch 1/5... Discriminator Loss: 0.8685... Generator Loss: 0.9977
Epoch 1/5... Discriminator Loss: 0.8647... Generator Loss: 0.9679
Epoch 1/5... Discriminator Loss: 1.1111... Generator Loss: 0.7428
Epoch 1/5... Discriminator Loss: 0.7587... Generator Loss: 1.2438
Epoch 1/5... Discriminator Loss: 0.9008... Generator Loss: 0.9195
Epoch 1/5... Discriminator Loss: 1.0137... Generator Loss: 1.4750
Epoch 1/5... Discriminator Loss: 0.9872... Generator Loss: 1.0496
Epoch 1/5... Discriminator Loss: 1.1741... Generator Loss: 0.8756
Epoch 1/5... Discriminator Loss: 0.6418... Generator Loss: 1.3287
Epoch 1/5... Discriminator Loss: 1.1659... Generator Loss: 0.6416
Epoch 1/5... Discriminator Loss: 0.8432... Generator Loss: 0.9436
Epoch 1/5... Discriminator Loss: 1.2931... Generator Loss: 0.5088
Epoch 1/5... Discriminator Loss: 0.9048... Generator Loss: 1.1428
Epoch 1/5... Discriminator Loss: 0.7839... Generator Loss: 1.1573
Epoch 1/5... Discriminator Loss: 1.0648... Generator Loss: 1.0413
Epoch 1/5... Discriminator Loss: 0.8559... Generator Loss: 1.1369
Epoch 1/5... Discriminator Loss: 0.8024... Generator Loss: 1.5868
Epoch 1/5... Discriminator Loss: 0.9074... Generator Loss: 0.9466
Epoch 1/5... Discriminator Loss: 1.0481... Generator Loss: 0.8139
Epoch 1/5... Discriminator Loss: 1.0693... Generator Loss: 0.8575
Epoch 1/5... Discriminator Loss: 1.1772... Generator Loss: 0.7396
Epoch 1/5... Discriminator Loss: 0.9435... Generator Loss: 1.1039
Epoch 1/5... Discriminator Loss: 0.9982... Generator Loss: 0.9640
Epoch 1/5... Discriminator Loss: 0.7691... Generator Loss: 1.4309
Epoch 1/5... Discriminator Loss: 0.7903... Generator Loss: 1.3222
Epoch 1/5... Discriminator Loss: 0.8438... Generator Loss: 0.9840
Epoch 1/5... Discriminator Loss: 1.1177... Generator Loss: 0.9632
Epoch 1/5... Discriminator Loss: 1.0528... Generator Loss: 1.0615
Epoch 1/5... Discriminator Loss: 1.0378... Generator Loss: 0.7335
Epoch 1/5... Discriminator Loss: 0.8612... Generator Loss: 1.2613
Epoch 1/5... Discriminator Loss: 0.8038... Generator Loss: 1.1070
Epoch 1/5... Discriminator Loss: 1.0211... Generator Loss: 0.7809
Epoch 1/5... Discriminator Loss: 0.9352... Generator Loss: 0.8202
Epoch 1/5... Discriminator Loss: 1.0566... Generator Loss: 0.7769
Epoch 1/5... Discriminator Loss: 0.9076... Generator Loss: 0.9831
Epoch 1/5... Discriminator Loss: 0.9917... Generator Loss: 1.0549
Epoch 1/5... Discriminator Loss: 1.0936... Generator Loss: 0.8413
Epoch 1/5... Discriminator Loss: 1.0074... Generator Loss: 0.9656
Epoch 1/5... Discriminator Loss: 1.0916... Generator Loss: 0.7436
Epoch 1/5... Discriminator Loss: 1.0587... Generator Loss: 1.6719
Epoch 1/5... Discriminator Loss: 0.7971... Generator Loss: 1.3591
Epoch 1/5... Discriminator Loss: 0.8194... Generator Loss: 0.9974
Epoch 1/5... Discriminator Loss: 1.2832... Generator Loss: 0.5591
Epoch 1/5... Discriminator Loss: 0.7817... Generator Loss: 1.2311
Epoch 1/5... Discriminator Loss: 1.0245... Generator Loss: 0.7765
Epoch 1/5... Discriminator Loss: 1.0877... Generator Loss: 1.0219
Epoch 1/5... Discriminator Loss: 0.8862... Generator Loss: 0.9416
Epoch 1/5... Discriminator Loss: 0.8623... Generator Loss: 1.0621
Epoch 1/5... Discriminator Loss: 0.8648... Generator Loss: 1.0671
Epoch 1/5... Discriminator Loss: 1.2470... Generator Loss: 0.5451
Epoch 1/5... Discriminator Loss: 0.9969... Generator Loss: 1.0124
Epoch 1/5... Discriminator Loss: 0.9537... Generator Loss: 0.8099
Epoch 1/5... Discriminator Loss: 0.4856... Generator Loss: 1.8155
Epoch 1/5... Discriminator Loss: 1.1096... Generator Loss: 0.7466
Epoch 1/5... Discriminator Loss: 0.8427... Generator Loss: 0.9856
Epoch 1/5... Discriminator Loss: 1.0935... Generator Loss: 0.9097
Epoch 1/5... Discriminator Loss: 0.8629... Generator Loss: 1.3927
Epoch 1/5... Discriminator Loss: 1.1308... Generator Loss: 1.0248
Epoch 1/5... Discriminator Loss: 0.9865... Generator Loss: 0.8529
Epoch 1/5... Discriminator Loss: 1.1829... Generator Loss: 0.6533
Epoch 1/5... Discriminator Loss: 1.0030... Generator Loss: 0.7925
Epoch 1/5... Discriminator Loss: 1.1902... Generator Loss: 0.7022
Epoch 1/5... Discriminator Loss: 0.8845... Generator Loss: 1.0919
Epoch 1/5... Discriminator Loss: 0.7532... Generator Loss: 1.2765
Epoch 1/5... Discriminator Loss: 1.2164... Generator Loss: 0.9845
Epoch 1/5... Discriminator Loss: 1.2257... Generator Loss: 0.7508
Epoch 1/5... Discriminator Loss: 0.9589... Generator Loss: 0.8940
Epoch 1/5... Discriminator Loss: 0.9278... Generator Loss: 0.9591
Epoch 1/5... Discriminator Loss: 0.8543... Generator Loss: 1.1323
Epoch 1/5... Discriminator Loss: 0.9294... Generator Loss: 0.8468
Epoch 1/5... Discriminator Loss: 1.3324... Generator Loss: 0.7406
Epoch 1/5... Discriminator Loss: 0.9566... Generator Loss: 0.7958
Epoch 1/5... Discriminator Loss: 0.7459... Generator Loss: 1.3522
Epoch 1/5... Discriminator Loss: 0.9067... Generator Loss: 0.9623
Epoch 1/5... Discriminator Loss: 0.9554... Generator Loss: 0.9844
Epoch 1/5... Discriminator Loss: 0.6765... Generator Loss: 1.2091
Epoch 1/5... Discriminator Loss: 1.0276... Generator Loss: 1.1337
Epoch 1/5... Discriminator Loss: 1.0724... Generator Loss: 0.9994
Epoch 1/5... Discriminator Loss: 1.0414... Generator Loss: 0.8290
Epoch 1/5... Discriminator Loss: 0.9890... Generator Loss: 1.0880
Epoch 1/5... Discriminator Loss: 1.0278... Generator Loss: 0.8207
Epoch 1/5... Discriminator Loss: 0.9472... Generator Loss: 0.8638
Epoch 1/5... Discriminator Loss: 0.9280... Generator Loss: 0.8524
Epoch 1/5... Discriminator Loss: 1.0854... Generator Loss: 0.6658
Epoch 1/5... Discriminator Loss: 1.0426... Generator Loss: 0.8588
Epoch 1/5... Discriminator Loss: 0.7590... Generator Loss: 1.1068
Epoch 1/5... Discriminator Loss: 1.1937... Generator Loss: 0.5828
Epoch 1/5... Discriminator Loss: 1.0254... Generator Loss: 0.7411
Epoch 1/5... Discriminator Loss: 1.1623... Generator Loss: 0.6362
Epoch 1/5... Discriminator Loss: 0.8864... Generator Loss: 1.2026
Epoch 1/5... Discriminator Loss: 0.8763... Generator Loss: 1.1377
Epoch 1/5... Discriminator Loss: 0.9598... Generator Loss: 0.9242
Epoch 1/5... Discriminator Loss: 0.7855... Generator Loss: 1.0931
Epoch 1/5... Discriminator Loss: 0.8068... Generator Loss: 1.3603
Epoch 1/5... Discriminator Loss: 1.1123... Generator Loss: 0.7438
Epoch 1/5... Discriminator Loss: 0.9940... Generator Loss: 1.0602
Epoch 1/5... Discriminator Loss: 0.9707... Generator Loss: 0.9673
Epoch 1/5... Discriminator Loss: 0.9999... Generator Loss: 0.7825
Epoch 1/5... Discriminator Loss: 0.9963... Generator Loss: 1.1148
Epoch 1/5... Discriminator Loss: 0.9968... Generator Loss: 0.9456
Epoch 1/5... Discriminator Loss: 0.8851... Generator Loss: 1.1315
Epoch 1/5... Discriminator Loss: 0.6980... Generator Loss: 1.4947
Epoch 1/5... Discriminator Loss: 1.0550... Generator Loss: 0.6709
Epoch 1/5... Discriminator Loss: 1.0506... Generator Loss: 0.7332
Epoch 1/5... Discriminator Loss: 0.8154... Generator Loss: 1.2588
Epoch 1/5... Discriminator Loss: 1.0702... Generator Loss: 0.6345
Epoch 1/5... Discriminator Loss: 0.9024... Generator Loss: 0.8676
Epoch 1/5... Discriminator Loss: 0.8093... Generator Loss: 1.0807
Epoch 1/5... Discriminator Loss: 0.8896... Generator Loss: 1.2999
Epoch 1/5... Discriminator Loss: 0.9802... Generator Loss: 1.0403
Epoch 1/5... Discriminator Loss: 0.9492... Generator Loss: 1.1168
Epoch 1/5... Discriminator Loss: 1.0379... Generator Loss: 0.9986
Epoch 1/5... Discriminator Loss: 0.9650... Generator Loss: 0.8691
Epoch 1/5... Discriminator Loss: 1.2177... Generator Loss: 0.5231
Epoch 1/5... Discriminator Loss: 0.8153... Generator Loss: 1.1264
Epoch 1/5... Discriminator Loss: 0.5984... Generator Loss: 1.5029
Epoch 1/5... Discriminator Loss: 0.8909... Generator Loss: 0.9391
Epoch 1/5... Discriminator Loss: 1.1800... Generator Loss: 1.0959
Epoch 1/5... Discriminator Loss: 0.6903... Generator Loss: 1.6842
Epoch 1/5... Discriminator Loss: 0.9200... Generator Loss: 0.9217
Epoch 1/5... Discriminator Loss: 1.1835... Generator Loss: 0.6136
Epoch 1/5... Discriminator Loss: 0.8275... Generator Loss: 1.3371
Epoch 1/5... Discriminator Loss: 1.0858... Generator Loss: 0.6529
Epoch 1/5... Discriminator Loss: 0.8080... Generator Loss: 1.0964
Epoch 1/5... Discriminator Loss: 0.8234... Generator Loss: 0.9703
Epoch 1/5... Discriminator Loss: 1.2063... Generator Loss: 0.5370
Epoch 1/5... Discriminator Loss: 1.2005... Generator Loss: 1.0271
Epoch 1/5... Discriminator Loss: 1.2583... Generator Loss: 0.7032
Epoch 1/5... Discriminator Loss: 1.2200... Generator Loss: 0.5755
Epoch 1/5... Discriminator Loss: 0.8566... Generator Loss: 1.1316
Epoch 1/5... Discriminator Loss: 1.0618... Generator Loss: 0.7713
Epoch 1/5... Discriminator Loss: 1.1276... Generator Loss: 0.6892
Epoch 1/5... Discriminator Loss: 0.9643... Generator Loss: 0.7905
Epoch 1/5... Discriminator Loss: 1.0498... Generator Loss: 0.9409
Epoch 1/5... Discriminator Loss: 0.8906... Generator Loss: 1.0043
Epoch 1/5... Discriminator Loss: 0.8684... Generator Loss: 1.0310
Epoch 1/5... Discriminator Loss: 0.9952... Generator Loss: 0.9574
Epoch 1/5... Discriminator Loss: 0.9201... Generator Loss: 0.8665
Epoch 1/5... Discriminator Loss: 0.8170... Generator Loss: 1.0320
Epoch 1/5... Discriminator Loss: 0.9454... Generator Loss: 0.8433
Epoch 1/5... Discriminator Loss: 0.9436... Generator Loss: 0.9563
Epoch 1/5... Discriminator Loss: 0.9446... Generator Loss: 0.9277
Epoch 1/5... Discriminator Loss: 1.1623... Generator Loss: 1.0205
Epoch 1/5... Discriminator Loss: 0.9049... Generator Loss: 1.0713
Epoch 1/5... Discriminator Loss: 0.9093... Generator Loss: 1.0036
Epoch 1/5... Discriminator Loss: 0.9630... Generator Loss: 0.9351
Epoch 1/5... Discriminator Loss: 0.8714... Generator Loss: 0.9542
Epoch 1/5... Discriminator Loss: 0.9300... Generator Loss: 0.9704
Epoch 1/5... Discriminator Loss: 0.8999... Generator Loss: 1.0366
Epoch 1/5... Discriminator Loss: 0.8949... Generator Loss: 1.1681
Epoch 1/5... Discriminator Loss: 1.0856... Generator Loss: 1.0419
Epoch 1/5... Discriminator Loss: 1.3064... Generator Loss: 0.6002
Epoch 1/5... Discriminator Loss: 0.7980... Generator Loss: 1.1038
Epoch 1/5... Discriminator Loss: 0.7989... Generator Loss: 1.0441
Epoch 1/5... Discriminator Loss: 0.9516... Generator Loss: 0.8214
Epoch 1/5... Discriminator Loss: 0.7111... Generator Loss: 1.6838
Epoch 1/5... Discriminator Loss: 1.2088... Generator Loss: 0.6448
Epoch 1/5... Discriminator Loss: 1.1658... Generator Loss: 0.5824
Epoch 1/5... Discriminator Loss: 0.9035... Generator Loss: 0.9379
Epoch 1/5... Discriminator Loss: 1.0431... Generator Loss: 0.6764
Epoch 1/5... Discriminator Loss: 0.8473... Generator Loss: 1.1974
Epoch 1/5... Discriminator Loss: 0.9565... Generator Loss: 0.8630
Epoch 1/5... Discriminator Loss: 1.0546... Generator Loss: 0.6302
Epoch 1/5... Discriminator Loss: 0.9247... Generator Loss: 0.9311
Epoch 1/5... Discriminator Loss: 0.9148... Generator Loss: 0.9984
Epoch 1/5... Discriminator Loss: 0.6829... Generator Loss: 1.5116
Epoch 1/5... Discriminator Loss: 0.8680... Generator Loss: 1.0417
Epoch 1/5... Discriminator Loss: 0.7750... Generator Loss: 1.2691
Epoch 1/5... Discriminator Loss: 0.8518... Generator Loss: 1.1951
Epoch 1/5... Discriminator Loss: 1.4870... Generator Loss: 0.3948
Epoch 1/5... Discriminator Loss: 1.0309... Generator Loss: 0.8332
Epoch 1/5... Discriminator Loss: 1.4346... Generator Loss: 0.4241
Epoch 1/5... Discriminator Loss: 0.8956... Generator Loss: 1.1041
Epoch 1/5... Discriminator Loss: 1.1009... Generator Loss: 0.6796
Epoch 1/5... Discriminator Loss: 1.0987... Generator Loss: 0.7249
Epoch 1/5... Discriminator Loss: 0.7511... Generator Loss: 1.3775
Epoch 1/5... Discriminator Loss: 1.1746... Generator Loss: 0.6188
Epoch 1/5... Discriminator Loss: 0.9292... Generator Loss: 1.0389
Epoch 1/5... Discriminator Loss: 0.8267... Generator Loss: 0.9025
Epoch 1/5... Discriminator Loss: 0.7482... Generator Loss: 1.3559
Epoch 1/5... Discriminator Loss: 0.9064... Generator Loss: 0.9809
Epoch 1/5... Discriminator Loss: 0.9147... Generator Loss: 0.9639
Epoch 1/5... Discriminator Loss: 0.8782... Generator Loss: 1.1727
Epoch 1/5... Discriminator Loss: 1.0925... Generator Loss: 0.6370
Epoch 1/5... Discriminator Loss: 0.9125... Generator Loss: 1.0441
Epoch 1/5... Discriminator Loss: 0.9060... Generator Loss: 0.8378
Epoch 1/5... Discriminator Loss: 1.0053... Generator Loss: 0.8622
Epoch 1/5... Discriminator Loss: 0.9917... Generator Loss: 0.8824
Epoch 1/5... Discriminator Loss: 1.0512... Generator Loss: 1.0222
Epoch 1/5... Discriminator Loss: 0.8439... Generator Loss: 1.0171
Epoch 1/5... Discriminator Loss: 1.0758... Generator Loss: 0.7850
Epoch 1/5... Discriminator Loss: 0.9048... Generator Loss: 0.9308
Epoch 1/5... Discriminator Loss: 0.8355... Generator Loss: 0.9423
Epoch 1/5... Discriminator Loss: 0.9093... Generator Loss: 1.4736
Epoch 1/5... Discriminator Loss: 0.8216... Generator Loss: 0.8721
Epoch 1/5... Discriminator Loss: 0.9391... Generator Loss: 0.8293
Epoch 1/5... Discriminator Loss: 1.1423... Generator Loss: 0.6882
Epoch 1/5... Discriminator Loss: 0.9438... Generator Loss: 1.0191
Epoch 1/5... Discriminator Loss: 0.9361... Generator Loss: 0.7914
Epoch 1/5... Discriminator Loss: 0.8996... Generator Loss: 1.5524
Epoch 1/5... Discriminator Loss: 0.6082... Generator Loss: 1.4158
Epoch 1/5... Discriminator Loss: 0.9653... Generator Loss: 0.6824
Epoch 1/5... Discriminator Loss: 0.8929... Generator Loss: 1.0752
Epoch 1/5... Discriminator Loss: 0.8001... Generator Loss: 1.2031
Epoch 1/5... Discriminator Loss: 0.7914... Generator Loss: 1.0393
Epoch 1/5... Discriminator Loss: 1.1542... Generator Loss: 1.0021
Epoch 1/5... Discriminator Loss: 0.8092... Generator Loss: 1.3951
Epoch 1/5... Discriminator Loss: 0.7371... Generator Loss: 1.5557
Epoch 1/5... Discriminator Loss: 0.8564... Generator Loss: 1.0122
Epoch 1/5... Discriminator Loss: 0.9573... Generator Loss: 0.8828
Epoch 1/5... Discriminator Loss: 1.0007... Generator Loss: 0.8956
Epoch 1/5... Discriminator Loss: 1.1055... Generator Loss: 0.7134
Epoch 1/5... Discriminator Loss: 0.7528... Generator Loss: 1.2881
Epoch 1/5... Discriminator Loss: 0.9044... Generator Loss: 1.0536
Epoch 1/5... Discriminator Loss: 0.8460... Generator Loss: 1.1052
Epoch 1/5... Discriminator Loss: 1.1199... Generator Loss: 0.5622
Epoch 1/5... Discriminator Loss: 0.8331... Generator Loss: 1.1029
Epoch 1/5... Discriminator Loss: 0.8829... Generator Loss: 1.0387
Epoch 1/5... Discriminator Loss: 0.8837... Generator Loss: 1.2151
Epoch 1/5... Discriminator Loss: 1.0738... Generator Loss: 1.0047
Epoch 1/5... Discriminator Loss: 1.0080... Generator Loss: 0.8230
Epoch 1/5... Discriminator Loss: 0.8969... Generator Loss: 1.0252
Epoch 1/5... Discriminator Loss: 0.9278... Generator Loss: 1.1838
Epoch 1/5... Discriminator Loss: 1.0161... Generator Loss: 1.0699
Epoch 1/5... Discriminator Loss: 1.0381... Generator Loss: 1.1607
Epoch 1/5... Discriminator Loss: 1.0637... Generator Loss: 0.8172
Epoch 1/5... Discriminator Loss: 0.8775... Generator Loss: 1.0009
Epoch 1/5... Discriminator Loss: 0.9066... Generator Loss: 0.9175
Epoch 1/5... Discriminator Loss: 1.0687... Generator Loss: 0.7988
Epoch 1/5... Discriminator Loss: 1.2001... Generator Loss: 0.6832
Epoch 1/5... Discriminator Loss: 0.9908... Generator Loss: 1.0095
Epoch 1/5... Discriminator Loss: 1.1841... Generator Loss: 1.3252
Epoch 1/5... Discriminator Loss: 0.9444... Generator Loss: 0.7804
Epoch 1/5... Discriminator Loss: 1.5869... Generator Loss: 0.3561
Epoch 1/5... Discriminator Loss: 0.9770... Generator Loss: 1.2538
Epoch 1/5... Discriminator Loss: 0.9099... Generator Loss: 1.5361
Epoch 1/5... Discriminator Loss: 0.9085... Generator Loss: 0.8320
Epoch 1/5... Discriminator Loss: 0.9183... Generator Loss: 1.2665
Epoch 1/5... Discriminator Loss: 0.9710... Generator Loss: 0.7575
Epoch 1/5... Discriminator Loss: 0.8678... Generator Loss: 1.0807
Epoch 1/5... Discriminator Loss: 0.9636... Generator Loss: 0.8584
Epoch 1/5... Discriminator Loss: 1.0248... Generator Loss: 0.7766
Epoch 1/5... Discriminator Loss: 0.9425... Generator Loss: 1.2136
Epoch 1/5... Discriminator Loss: 1.0244... Generator Loss: 0.7299
Epoch 1/5... Discriminator Loss: 0.7776... Generator Loss: 1.4008
Epoch 1/5... Discriminator Loss: 1.0816... Generator Loss: 0.9593
Epoch 1/5... Discriminator Loss: 0.8991... Generator Loss: 0.8956
Epoch 1/5... Discriminator Loss: 0.9495... Generator Loss: 1.0111
Epoch 1/5... Discriminator Loss: 1.1176... Generator Loss: 0.6280
Epoch 1/5... Discriminator Loss: 1.0101... Generator Loss: 0.8424
Epoch 1/5... Discriminator Loss: 1.0414... Generator Loss: 0.7395
Epoch 1/5... Discriminator Loss: 0.8527... Generator Loss: 0.8525
Epoch 1/5... Discriminator Loss: 0.9268... Generator Loss: 1.0897
Epoch 1/5... Discriminator Loss: 0.8075... Generator Loss: 0.9827
Epoch 1/5... Discriminator Loss: 0.8213... Generator Loss: 1.0818
Epoch 1/5... Discriminator Loss: 1.1551... Generator Loss: 0.5521
Epoch 1/5... Discriminator Loss: 0.9245... Generator Loss: 0.9426
Epoch 1/5... Discriminator Loss: 1.0269... Generator Loss: 1.1479
Epoch 1/5... Discriminator Loss: 0.9852... Generator Loss: 0.7664
Epoch 1/5... Discriminator Loss: 0.8828... Generator Loss: 0.9206
Epoch 1/5... Discriminator Loss: 0.8196... Generator Loss: 1.0363
Epoch 1/5... Discriminator Loss: 1.1355... Generator Loss: 0.8397
Epoch 1/5... Discriminator Loss: 0.9521... Generator Loss: 0.8735
Epoch 1/5... Discriminator Loss: 0.8813... Generator Loss: 1.0757
Epoch 1/5... Discriminator Loss: 0.9190... Generator Loss: 0.8287
Epoch 1/5... Discriminator Loss: 0.8852... Generator Loss: 1.0092
Epoch 1/5... Discriminator Loss: 1.2166... Generator Loss: 0.7245
Epoch 1/5... Discriminator Loss: 1.0348... Generator Loss: 0.7560
Epoch 1/5... Discriminator Loss: 1.1195... Generator Loss: 1.1108
Epoch 1/5... Discriminator Loss: 0.9985... Generator Loss: 0.8437
Epoch 1/5... Discriminator Loss: 0.9324... Generator Loss: 1.0264
Epoch 1/5... Discriminator Loss: 0.9533... Generator Loss: 0.8503
Epoch 1/5... Discriminator Loss: 1.0529... Generator Loss: 0.7263
Epoch 1/5... Discriminator Loss: 0.9224... Generator Loss: 1.1593
Epoch 1/5... Discriminator Loss: 0.8410... Generator Loss: 1.3355
Epoch 1/5... Discriminator Loss: 1.3421... Generator Loss: 0.5366
Epoch 1/5... Discriminator Loss: 0.9094... Generator Loss: 1.0846
Epoch 1/5... Discriminator Loss: 0.8638... Generator Loss: 1.2278
Epoch 1/5... Discriminator Loss: 0.8258... Generator Loss: 1.3387
Epoch 1/5... Discriminator Loss: 1.1179... Generator Loss: 0.7815
Epoch 1/5... Discriminator Loss: 0.9624... Generator Loss: 0.9734
Epoch 1/5... Discriminator Loss: 1.0907... Generator Loss: 0.6435
Epoch 1/5... Discriminator Loss: 0.9661... Generator Loss: 0.7844
Epoch 1/5... Discriminator Loss: 0.9525... Generator Loss: 1.2080
Epoch 1/5... Discriminator Loss: 0.8748... Generator Loss: 1.0464
Epoch 1/5... Discriminator Loss: 1.1942... Generator Loss: 0.6216
Epoch 1/5... Discriminator Loss: 1.2175... Generator Loss: 0.5505
Epoch 1/5... Discriminator Loss: 0.9439... Generator Loss: 0.9652
Epoch 1/5... Discriminator Loss: 1.1665... Generator Loss: 0.6687
Epoch 1/5... Discriminator Loss: 0.8973... Generator Loss: 1.0220
Epoch 1/5... Discriminator Loss: 1.0699... Generator Loss: 0.6645
Epoch 1/5... Discriminator Loss: 0.9901... Generator Loss: 0.7637
Epoch 1/5... Discriminator Loss: 0.7800... Generator Loss: 1.2151
Epoch 1/5... Discriminator Loss: 0.8115... Generator Loss: 1.3046
Epoch 1/5... Discriminator Loss: 1.1819... Generator Loss: 0.5567
Epoch 1/5... Discriminator Loss: 0.9347... Generator Loss: 1.3562
Epoch 1/5... Discriminator Loss: 0.7727... Generator Loss: 1.0084
Epoch 1/5... Discriminator Loss: 0.7839... Generator Loss: 1.0811
Epoch 1/5... Discriminator Loss: 0.7106... Generator Loss: 1.0323
Epoch 1/5... Discriminator Loss: 0.7782... Generator Loss: 1.0345
Epoch 1/5... Discriminator Loss: 1.1024... Generator Loss: 1.1485
Epoch 1/5... Discriminator Loss: 0.8853... Generator Loss: 0.9847
Epoch 1/5... Discriminator Loss: 0.7690... Generator Loss: 1.0791
Epoch 1/5... Discriminator Loss: 0.8454... Generator Loss: 0.9404
Epoch 1/5... Discriminator Loss: 0.7655... Generator Loss: 1.2714
Epoch 1/5... Discriminator Loss: 1.0989... Generator Loss: 1.1678
Epoch 2/5... Discriminator Loss: 0.9847... Generator Loss: 0.7516
Epoch 2/5... Discriminator Loss: 0.5796... Generator Loss: 1.4799
Epoch 2/5... Discriminator Loss: 0.6837... Generator Loss: 1.4149
Epoch 2/5... Discriminator Loss: 0.7161... Generator Loss: 1.1374
Epoch 2/5... Discriminator Loss: 0.9159... Generator Loss: 0.7971
Epoch 2/5... Discriminator Loss: 0.8734... Generator Loss: 1.1148
Epoch 2/5... Discriminator Loss: 0.8870... Generator Loss: 1.0706
Epoch 2/5... Discriminator Loss: 1.0896... Generator Loss: 1.0072
Epoch 2/5... Discriminator Loss: 0.8960... Generator Loss: 0.8539
Epoch 2/5... Discriminator Loss: 1.1558... Generator Loss: 0.8177
Epoch 2/5... Discriminator Loss: 0.9701... Generator Loss: 0.7903
Epoch 2/5... Discriminator Loss: 0.8538... Generator Loss: 1.3618
Epoch 2/5... Discriminator Loss: 0.9183... Generator Loss: 0.8784
Epoch 2/5... Discriminator Loss: 0.8778... Generator Loss: 0.9563
Epoch 2/5... Discriminator Loss: 0.9044... Generator Loss: 1.3062
Epoch 2/5... Discriminator Loss: 0.9214... Generator Loss: 1.0871
Epoch 2/5... Discriminator Loss: 1.0046... Generator Loss: 1.0550
Epoch 2/5... Discriminator Loss: 0.9433... Generator Loss: 0.7849
Epoch 2/5... Discriminator Loss: 0.7932... Generator Loss: 1.1748
Epoch 2/5... Discriminator Loss: 0.9879... Generator Loss: 0.9111
Epoch 2/5... Discriminator Loss: 0.8987... Generator Loss: 1.0076
Epoch 2/5... Discriminator Loss: 0.9713... Generator Loss: 1.1015
Epoch 2/5... Discriminator Loss: 0.8297... Generator Loss: 1.4502
Epoch 2/5... Discriminator Loss: 1.1172... Generator Loss: 0.7583
Epoch 2/5... Discriminator Loss: 0.8761... Generator Loss: 1.0626
Epoch 2/5... Discriminator Loss: 0.8791... Generator Loss: 1.1128
Epoch 2/5... Discriminator Loss: 0.8994... Generator Loss: 1.1167
Epoch 2/5... Discriminator Loss: 1.1000... Generator Loss: 0.8315
Epoch 2/5... Discriminator Loss: 0.7704... Generator Loss: 1.2897
Epoch 2/5... Discriminator Loss: 0.9529... Generator Loss: 1.0377
Epoch 2/5... Discriminator Loss: 0.8934... Generator Loss: 0.8820
Epoch 2/5... Discriminator Loss: 0.8505... Generator Loss: 1.1344
Epoch 2/5... Discriminator Loss: 1.1763... Generator Loss: 0.9225
Epoch 2/5... Discriminator Loss: 1.1842... Generator Loss: 0.8017
Epoch 2/5... Discriminator Loss: 0.9302... Generator Loss: 1.0438
Epoch 2/5... Discriminator Loss: 0.9432... Generator Loss: 0.8299
Epoch 2/5... Discriminator Loss: 0.9298... Generator Loss: 0.7676
Epoch 2/5... Discriminator Loss: 1.1514... Generator Loss: 1.2806
Epoch 2/5... Discriminator Loss: 0.8287... Generator Loss: 0.9934
Epoch 2/5... Discriminator Loss: 1.3842... Generator Loss: 0.4264
Epoch 2/5... Discriminator Loss: 1.0733... Generator Loss: 0.8105
Epoch 2/5... Discriminator Loss: 0.7258... Generator Loss: 1.3220
Epoch 2/5... Discriminator Loss: 0.7938... Generator Loss: 1.2943
Epoch 2/5... Discriminator Loss: 1.0654... Generator Loss: 0.6509
Epoch 2/5... Discriminator Loss: 1.0905... Generator Loss: 0.6679
Epoch 2/5... Discriminator Loss: 0.7221... Generator Loss: 1.3183
Epoch 2/5... Discriminator Loss: 0.8856... Generator Loss: 1.0953
Epoch 2/5... Discriminator Loss: 0.7646... Generator Loss: 1.3464
Epoch 2/5... Discriminator Loss: 0.7912... Generator Loss: 1.1935
Epoch 2/5... Discriminator Loss: 0.7799... Generator Loss: 1.3037
Epoch 2/5... Discriminator Loss: 1.0592... Generator Loss: 0.7552
Epoch 2/5... Discriminator Loss: 0.7314... Generator Loss: 1.0663
Epoch 2/5... Discriminator Loss: 0.8273... Generator Loss: 1.3344
Epoch 2/5... Discriminator Loss: 0.7241... Generator Loss: 1.0617
Epoch 2/5... Discriminator Loss: 1.0425... Generator Loss: 0.9247
Epoch 2/5... Discriminator Loss: 1.0097... Generator Loss: 0.7595
Epoch 2/5... Discriminator Loss: 0.8415... Generator Loss: 1.0245
Epoch 2/5... Discriminator Loss: 0.6855... Generator Loss: 1.2464
Epoch 2/5... Discriminator Loss: 0.8087... Generator Loss: 1.0912
Epoch 2/5... Discriminator Loss: 0.9424... Generator Loss: 1.0308
Epoch 2/5... Discriminator Loss: 0.8373... Generator Loss: 1.1177
Epoch 2/5... Discriminator Loss: 0.8463... Generator Loss: 0.9142
Epoch 2/5... Discriminator Loss: 0.8165... Generator Loss: 0.8580
Epoch 2/5... Discriminator Loss: 1.1459... Generator Loss: 0.7265
Epoch 2/5... Discriminator Loss: 0.8892... Generator Loss: 0.7817
Epoch 2/5... Discriminator Loss: 1.0303... Generator Loss: 0.7102
Epoch 2/5... Discriminator Loss: 0.9053... Generator Loss: 0.9489
Epoch 2/5... Discriminator Loss: 1.0089... Generator Loss: 0.7461
Epoch 2/5... Discriminator Loss: 1.2420... Generator Loss: 0.5429
Epoch 2/5... Discriminator Loss: 0.7063... Generator Loss: 1.2776
Epoch 2/5... Discriminator Loss: 1.1910... Generator Loss: 0.6209
Epoch 2/5... Discriminator Loss: 0.9414... Generator Loss: 0.9734
Epoch 2/5... Discriminator Loss: 1.1491... Generator Loss: 0.6079
Epoch 2/5... Discriminator Loss: 0.8310... Generator Loss: 1.4331
Epoch 2/5... Discriminator Loss: 1.1023... Generator Loss: 0.8047
Epoch 2/5... Discriminator Loss: 1.3634... Generator Loss: 0.4544
Epoch 2/5... Discriminator Loss: 0.7607... Generator Loss: 1.0291
Epoch 2/5... Discriminator Loss: 0.9843... Generator Loss: 0.8280
Epoch 2/5... Discriminator Loss: 0.9581... Generator Loss: 0.7308
Epoch 2/5... Discriminator Loss: 0.7883... Generator Loss: 1.2181
Epoch 2/5... Discriminator Loss: 0.9959... Generator Loss: 0.8235
Epoch 2/5... Discriminator Loss: 0.7667... Generator Loss: 1.2048
Epoch 2/5... Discriminator Loss: 1.1698... Generator Loss: 0.5669
Epoch 2/5... Discriminator Loss: 1.3362... Generator Loss: 0.4575
Epoch 2/5... Discriminator Loss: 0.8831... Generator Loss: 1.6698
Epoch 2/5... Discriminator Loss: 0.8730... Generator Loss: 0.8572
Epoch 2/5... Discriminator Loss: 0.6925... Generator Loss: 1.1015
Epoch 2/5... Discriminator Loss: 0.8182... Generator Loss: 1.1450
Epoch 2/5... Discriminator Loss: 1.0319... Generator Loss: 0.7026
Epoch 2/5... Discriminator Loss: 0.7469... Generator Loss: 1.1258
Epoch 2/5... Discriminator Loss: 0.8786... Generator Loss: 1.4378
Epoch 2/5... Discriminator Loss: 1.0735... Generator Loss: 0.7012
Epoch 2/5... Discriminator Loss: 0.8904... Generator Loss: 1.5251
Epoch 2/5... Discriminator Loss: 1.3996... Generator Loss: 0.4886
Epoch 2/5... Discriminator Loss: 1.4686... Generator Loss: 0.3731
Epoch 2/5... Discriminator Loss: 0.8378... Generator Loss: 0.9601
Epoch 2/5... Discriminator Loss: 1.0048... Generator Loss: 0.7056
Epoch 2/5... Discriminator Loss: 0.9617... Generator Loss: 0.8355
Epoch 2/5... Discriminator Loss: 0.7357... Generator Loss: 1.2898
Epoch 2/5... Discriminator Loss: 0.8717... Generator Loss: 0.9778
Epoch 2/5... Discriminator Loss: 0.8264... Generator Loss: 0.9735
Epoch 2/5... Discriminator Loss: 0.8930... Generator Loss: 1.1428
Epoch 2/5... Discriminator Loss: 0.9139... Generator Loss: 0.9344
Epoch 2/5... Discriminator Loss: 0.9043... Generator Loss: 0.9351
Epoch 2/5... Discriminator Loss: 1.1548... Generator Loss: 0.6099
Epoch 2/5... Discriminator Loss: 1.0751... Generator Loss: 0.8355
Epoch 2/5... Discriminator Loss: 0.7508... Generator Loss: 1.1815
Epoch 2/5... Discriminator Loss: 0.8411... Generator Loss: 1.3589
Epoch 2/5... Discriminator Loss: 0.8621... Generator Loss: 1.3524
Epoch 2/5... Discriminator Loss: 1.0695... Generator Loss: 0.9791
Epoch 2/5... Discriminator Loss: 1.2042... Generator Loss: 0.5262
Epoch 2/5... Discriminator Loss: 0.9074... Generator Loss: 0.7755
Epoch 2/5... Discriminator Loss: 1.0709... Generator Loss: 0.6877
Epoch 2/5... Discriminator Loss: 1.2665... Generator Loss: 0.5696
Epoch 2/5... Discriminator Loss: 1.0017... Generator Loss: 0.7840
Epoch 2/5... Discriminator Loss: 0.8412... Generator Loss: 1.2114
Epoch 2/5... Discriminator Loss: 0.7986... Generator Loss: 1.3052
Epoch 2/5... Discriminator Loss: 0.8648... Generator Loss: 1.0576
Epoch 2/5... Discriminator Loss: 0.8471... Generator Loss: 0.9226
Epoch 2/5... Discriminator Loss: 1.0969... Generator Loss: 0.8055
Epoch 2/5... Discriminator Loss: 0.9423... Generator Loss: 0.7045
Epoch 2/5... Discriminator Loss: 1.0797... Generator Loss: 0.7975
Epoch 2/5... Discriminator Loss: 0.9112... Generator Loss: 1.0800
Epoch 2/5... Discriminator Loss: 0.7996... Generator Loss: 1.0698
Epoch 2/5... Discriminator Loss: 0.9385... Generator Loss: 0.8557
Epoch 2/5... Discriminator Loss: 0.5784... Generator Loss: 1.8034
Epoch 2/5... Discriminator Loss: 1.0741... Generator Loss: 0.7328
Epoch 2/5... Discriminator Loss: 0.9582... Generator Loss: 0.8951
Epoch 2/5... Discriminator Loss: 0.8051... Generator Loss: 1.2094
Epoch 2/5... Discriminator Loss: 0.8953... Generator Loss: 1.0531
Epoch 2/5... Discriminator Loss: 0.8865... Generator Loss: 0.8649
Epoch 2/5... Discriminator Loss: 0.6109... Generator Loss: 1.2780
Epoch 2/5... Discriminator Loss: 1.1153... Generator Loss: 0.7123
Epoch 2/5... Discriminator Loss: 0.8646... Generator Loss: 1.6213
Epoch 2/5... Discriminator Loss: 0.7104... Generator Loss: 1.1338
Epoch 2/5... Discriminator Loss: 0.8494... Generator Loss: 0.9443
Epoch 2/5... Discriminator Loss: 0.9089... Generator Loss: 0.7842
Epoch 2/5... Discriminator Loss: 1.0926... Generator Loss: 0.7798
Epoch 2/5... Discriminator Loss: 0.9532... Generator Loss: 0.9122
Epoch 2/5... Discriminator Loss: 0.9727... Generator Loss: 0.7864
Epoch 2/5... Discriminator Loss: 0.8493... Generator Loss: 0.9996
Epoch 2/5... Discriminator Loss: 1.0969... Generator Loss: 0.6711
Epoch 2/5... Discriminator Loss: 1.0880... Generator Loss: 1.4546
Epoch 2/5... Discriminator Loss: 0.9577... Generator Loss: 1.1378
Epoch 2/5... Discriminator Loss: 0.7637... Generator Loss: 1.3343
Epoch 2/5... Discriminator Loss: 0.8904... Generator Loss: 0.8974
Epoch 2/5... Discriminator Loss: 0.6825... Generator Loss: 1.1440
Epoch 2/5... Discriminator Loss: 1.0850... Generator Loss: 0.7746
Epoch 2/5... Discriminator Loss: 1.0042... Generator Loss: 0.7296
Epoch 2/5... Discriminator Loss: 0.7110... Generator Loss: 1.2036
Epoch 2/5... Discriminator Loss: 0.8762... Generator Loss: 1.1026
Epoch 2/5... Discriminator Loss: 0.8546... Generator Loss: 1.2103
Epoch 2/5... Discriminator Loss: 0.8774... Generator Loss: 1.0126
Epoch 2/5... Discriminator Loss: 0.9622... Generator Loss: 0.8522
Epoch 2/5... Discriminator Loss: 0.6889... Generator Loss: 1.2416
Epoch 2/5... Discriminator Loss: 0.7353... Generator Loss: 1.2511
Epoch 2/5... Discriminator Loss: 1.1737... Generator Loss: 0.5117
Epoch 2/5... Discriminator Loss: 1.1513... Generator Loss: 0.6232
Epoch 2/5... Discriminator Loss: 1.1277... Generator Loss: 1.1604
Epoch 2/5... Discriminator Loss: 0.7812... Generator Loss: 1.5136
Epoch 2/5... Discriminator Loss: 1.3886... Generator Loss: 0.5002
Epoch 2/5... Discriminator Loss: 1.2572... Generator Loss: 0.4940
Epoch 2/5... Discriminator Loss: 1.0917... Generator Loss: 0.6288
Epoch 2/5... Discriminator Loss: 1.1301... Generator Loss: 0.5751
Epoch 2/5... Discriminator Loss: 1.1119... Generator Loss: 0.6448
Epoch 2/5... Discriminator Loss: 0.7809... Generator Loss: 1.0648
Epoch 2/5... Discriminator Loss: 0.9531... Generator Loss: 0.9821
Epoch 2/5... Discriminator Loss: 0.6377... Generator Loss: 1.1460
Epoch 2/5... Discriminator Loss: 1.1085... Generator Loss: 0.6200
Epoch 2/5... Discriminator Loss: 0.9479... Generator Loss: 0.8300
Epoch 2/5... Discriminator Loss: 0.8535... Generator Loss: 0.9510
Epoch 2/5... Discriminator Loss: 1.2308... Generator Loss: 0.5492
Epoch 2/5... Discriminator Loss: 0.8563... Generator Loss: 1.1455
Epoch 2/5... Discriminator Loss: 0.8349... Generator Loss: 0.9445
Epoch 2/5... Discriminator Loss: 0.7127... Generator Loss: 1.2224
Epoch 2/5... Discriminator Loss: 1.1414... Generator Loss: 0.5832
Epoch 2/5... Discriminator Loss: 1.1117... Generator Loss: 0.6467
Epoch 2/5... Discriminator Loss: 0.9833... Generator Loss: 0.8244
Epoch 2/5... Discriminator Loss: 1.0119... Generator Loss: 1.0784
Epoch 2/5... Discriminator Loss: 0.8957... Generator Loss: 1.0337
Epoch 2/5... Discriminator Loss: 0.9738... Generator Loss: 0.8526
Epoch 2/5... Discriminator Loss: 0.8475... Generator Loss: 1.1420
Epoch 2/5... Discriminator Loss: 0.8972... Generator Loss: 1.0570
Epoch 2/5... Discriminator Loss: 0.7632... Generator Loss: 1.0283
Epoch 2/5... Discriminator Loss: 1.0544... Generator Loss: 0.7611
Epoch 2/5... Discriminator Loss: 0.9162... Generator Loss: 0.7651
Epoch 2/5... Discriminator Loss: 0.7852... Generator Loss: 1.0195
Epoch 2/5... Discriminator Loss: 0.9626... Generator Loss: 1.2710
Epoch 2/5... Discriminator Loss: 0.9114... Generator Loss: 1.0259
Epoch 2/5... Discriminator Loss: 0.9992... Generator Loss: 0.7483
Epoch 2/5... Discriminator Loss: 1.0223... Generator Loss: 0.7058
Epoch 2/5... Discriminator Loss: 1.0659... Generator Loss: 0.7531
Epoch 2/5... Discriminator Loss: 0.9089... Generator Loss: 1.1438
Epoch 2/5... Discriminator Loss: 0.8878... Generator Loss: 0.9631
Epoch 2/5... Discriminator Loss: 1.0161... Generator Loss: 0.7273
Epoch 2/5... Discriminator Loss: 1.2704... Generator Loss: 0.5316
Epoch 2/5... Discriminator Loss: 1.0464... Generator Loss: 1.0534
Epoch 2/5... Discriminator Loss: 0.7935... Generator Loss: 1.0731
Epoch 2/5... Discriminator Loss: 1.2202... Generator Loss: 0.9875
Epoch 2/5... Discriminator Loss: 0.7353... Generator Loss: 1.4752
Epoch 2/5... Discriminator Loss: 0.8220... Generator Loss: 1.1526
Epoch 2/5... Discriminator Loss: 0.9279... Generator Loss: 0.9434
Epoch 2/5... Discriminator Loss: 0.7813... Generator Loss: 1.3424
Epoch 2/5... Discriminator Loss: 1.0845... Generator Loss: 0.6686
Epoch 2/5... Discriminator Loss: 0.9111... Generator Loss: 1.2284
Epoch 2/5... Discriminator Loss: 1.2880... Generator Loss: 0.4441
Epoch 2/5... Discriminator Loss: 0.8750... Generator Loss: 1.0832
Epoch 2/5... Discriminator Loss: 0.8915... Generator Loss: 1.0450
Epoch 2/5... Discriminator Loss: 0.9220... Generator Loss: 0.9862
Epoch 2/5... Discriminator Loss: 0.7039... Generator Loss: 1.1419
Epoch 2/5... Discriminator Loss: 0.6775... Generator Loss: 1.3014
Epoch 2/5... Discriminator Loss: 1.2782... Generator Loss: 0.4346
Epoch 2/5... Discriminator Loss: 1.1180... Generator Loss: 0.6318
Epoch 2/5... Discriminator Loss: 1.1532... Generator Loss: 0.6925
Epoch 2/5... Discriminator Loss: 0.8946... Generator Loss: 0.9652
Epoch 2/5... Discriminator Loss: 1.0153... Generator Loss: 0.7472
Epoch 2/5... Discriminator Loss: 0.7933... Generator Loss: 1.1803
Epoch 2/5... Discriminator Loss: 0.8953... Generator Loss: 1.0446
Epoch 2/5... Discriminator Loss: 1.0276... Generator Loss: 0.8116
Epoch 2/5... Discriminator Loss: 0.9086... Generator Loss: 1.1641
Epoch 2/5... Discriminator Loss: 1.0119... Generator Loss: 0.7943
Epoch 2/5... Discriminator Loss: 0.8397... Generator Loss: 1.1987
Epoch 2/5... Discriminator Loss: 0.8837... Generator Loss: 0.8926
Epoch 2/5... Discriminator Loss: 0.9764... Generator Loss: 0.6586
Epoch 2/5... Discriminator Loss: 1.0237... Generator Loss: 0.6256
Epoch 2/5... Discriminator Loss: 0.9452... Generator Loss: 0.9243
Epoch 2/5... Discriminator Loss: 0.7719... Generator Loss: 1.1629
Epoch 2/5... Discriminator Loss: 0.9559... Generator Loss: 1.7310
Epoch 2/5... Discriminator Loss: 1.0776... Generator Loss: 1.1123
Epoch 2/5... Discriminator Loss: 1.0354... Generator Loss: 0.6480
Epoch 2/5... Discriminator Loss: 1.0676... Generator Loss: 0.8015
Epoch 2/5... Discriminator Loss: 1.2688... Generator Loss: 0.5487
Epoch 2/5... Discriminator Loss: 0.8363... Generator Loss: 0.9866
Epoch 2/5... Discriminator Loss: 0.9615... Generator Loss: 0.8785
Epoch 2/5... Discriminator Loss: 1.0351... Generator Loss: 0.8761
Epoch 2/5... Discriminator Loss: 0.9311... Generator Loss: 0.7448
Epoch 2/5... Discriminator Loss: 1.2846... Generator Loss: 0.6064
Epoch 2/5... Discriminator Loss: 0.7520... Generator Loss: 1.1914
Epoch 2/5... Discriminator Loss: 0.9799... Generator Loss: 0.7642
Epoch 2/5... Discriminator Loss: 0.8826... Generator Loss: 0.9067
Epoch 2/5... Discriminator Loss: 0.8486... Generator Loss: 0.8589
Epoch 2/5... Discriminator Loss: 1.0527... Generator Loss: 0.8248
Epoch 2/5... Discriminator Loss: 0.5990... Generator Loss: 1.6801
Epoch 2/5... Discriminator Loss: 0.9888... Generator Loss: 0.9478
Epoch 2/5... Discriminator Loss: 1.3560... Generator Loss: 0.4259
Epoch 2/5... Discriminator Loss: 0.9256... Generator Loss: 0.9638
Epoch 2/5... Discriminator Loss: 0.8940... Generator Loss: 1.1747
Epoch 2/5... Discriminator Loss: 0.9185... Generator Loss: 1.0842
Epoch 2/5... Discriminator Loss: 1.0453... Generator Loss: 0.6579
Epoch 2/5... Discriminator Loss: 0.7249... Generator Loss: 1.1237
Epoch 2/5... Discriminator Loss: 1.1633... Generator Loss: 0.6933
Epoch 2/5... Discriminator Loss: 1.1844... Generator Loss: 0.5438
Epoch 2/5... Discriminator Loss: 0.4545... Generator Loss: 1.8516
Epoch 2/5... Discriminator Loss: 0.7351... Generator Loss: 1.0320
Epoch 2/5... Discriminator Loss: 0.8736... Generator Loss: 0.9892
Epoch 2/5... Discriminator Loss: 0.8380... Generator Loss: 1.0171
Epoch 2/5... Discriminator Loss: 0.8061... Generator Loss: 0.9583
Epoch 2/5... Discriminator Loss: 0.9800... Generator Loss: 0.7842
Epoch 2/5... Discriminator Loss: 0.8921... Generator Loss: 1.0889
Epoch 2/5... Discriminator Loss: 1.0475... Generator Loss: 0.9494
Epoch 2/5... Discriminator Loss: 0.8063... Generator Loss: 0.8886
Epoch 2/5... Discriminator Loss: 1.0249... Generator Loss: 1.1653
Epoch 2/5... Discriminator Loss: 0.9397... Generator Loss: 1.0318
Epoch 2/5... Discriminator Loss: 1.0265... Generator Loss: 0.8134
Epoch 2/5... Discriminator Loss: 1.0754... Generator Loss: 0.7444
Epoch 2/5... Discriminator Loss: 0.6982... Generator Loss: 0.9985
Epoch 2/5... Discriminator Loss: 0.6696... Generator Loss: 1.4498
Epoch 2/5... Discriminator Loss: 0.7074... Generator Loss: 1.4327
Epoch 2/5... Discriminator Loss: 0.9780... Generator Loss: 0.8382
Epoch 2/5... Discriminator Loss: 0.8157... Generator Loss: 1.1372
Epoch 2/5... Discriminator Loss: 0.7198... Generator Loss: 1.5109
Epoch 2/5... Discriminator Loss: 0.7794... Generator Loss: 1.0693
Epoch 2/5... Discriminator Loss: 0.7844... Generator Loss: 1.0698
Epoch 2/5... Discriminator Loss: 0.7797... Generator Loss: 1.0468
Epoch 2/5... Discriminator Loss: 0.9207... Generator Loss: 0.8127
Epoch 2/5... Discriminator Loss: 0.8274... Generator Loss: 0.8792
Epoch 2/5... Discriminator Loss: 0.8856... Generator Loss: 1.1029
Epoch 2/5... Discriminator Loss: 0.7828... Generator Loss: 1.0067
Epoch 2/5... Discriminator Loss: 0.9037... Generator Loss: 1.1579
Epoch 2/5... Discriminator Loss: 1.0155... Generator Loss: 0.8517
Epoch 2/5... Discriminator Loss: 1.2172... Generator Loss: 0.5682
Epoch 2/5... Discriminator Loss: 0.7537... Generator Loss: 0.9316
Epoch 2/5... Discriminator Loss: 1.3639... Generator Loss: 0.4228
Epoch 2/5... Discriminator Loss: 1.0768... Generator Loss: 0.7963
Epoch 2/5... Discriminator Loss: 1.1339... Generator Loss: 0.5612
Epoch 2/5... Discriminator Loss: 0.9725... Generator Loss: 1.0431
Epoch 2/5... Discriminator Loss: 0.9399... Generator Loss: 0.7472
Epoch 2/5... Discriminator Loss: 0.7833... Generator Loss: 1.2746
Epoch 2/5... Discriminator Loss: 0.8845... Generator Loss: 1.3147
Epoch 2/5... Discriminator Loss: 0.8694... Generator Loss: 1.1043
Epoch 2/5... Discriminator Loss: 0.8313... Generator Loss: 1.0574
Epoch 2/5... Discriminator Loss: 1.0474... Generator Loss: 0.7509
Epoch 2/5... Discriminator Loss: 0.9101... Generator Loss: 1.1452
Epoch 2/5... Discriminator Loss: 1.0058... Generator Loss: 0.8741
Epoch 2/5... Discriminator Loss: 1.0770... Generator Loss: 0.6700
Epoch 2/5... Discriminator Loss: 0.9438... Generator Loss: 1.1991
Epoch 2/5... Discriminator Loss: 0.8791... Generator Loss: 1.0997
Epoch 2/5... Discriminator Loss: 1.0749... Generator Loss: 1.0462
Epoch 2/5... Discriminator Loss: 0.8581... Generator Loss: 1.0125
Epoch 2/5... Discriminator Loss: 0.7310... Generator Loss: 1.3397
Epoch 2/5... Discriminator Loss: 0.8851... Generator Loss: 0.8319
Epoch 2/5... Discriminator Loss: 0.7570... Generator Loss: 1.3292
Epoch 2/5... Discriminator Loss: 0.5873... Generator Loss: 1.3018
Epoch 2/5... Discriminator Loss: 0.8279... Generator Loss: 1.0626
Epoch 2/5... Discriminator Loss: 0.9570... Generator Loss: 0.8696
Epoch 2/5... Discriminator Loss: 1.2078... Generator Loss: 0.5463
Epoch 2/5... Discriminator Loss: 0.6163... Generator Loss: 1.1669
Epoch 2/5... Discriminator Loss: 0.4375... Generator Loss: 1.6985
Epoch 2/5... Discriminator Loss: 0.9991... Generator Loss: 1.1050
Epoch 2/5... Discriminator Loss: 0.6408... Generator Loss: 1.2348
Epoch 2/5... Discriminator Loss: 0.8996... Generator Loss: 1.4163
Epoch 2/5... Discriminator Loss: 0.8131... Generator Loss: 1.1354
Epoch 2/5... Discriminator Loss: 1.3499... Generator Loss: 0.4890
Epoch 2/5... Discriminator Loss: 0.8481... Generator Loss: 0.9504
Epoch 2/5... Discriminator Loss: 1.1173... Generator Loss: 0.6615
Epoch 2/5... Discriminator Loss: 0.8677... Generator Loss: 0.9474
Epoch 3/5... Discriminator Loss: 1.1948... Generator Loss: 0.6482
Epoch 3/5... Discriminator Loss: 0.9761... Generator Loss: 0.8810
Epoch 3/5... Discriminator Loss: 0.9925... Generator Loss: 0.9597
Epoch 3/5... Discriminator Loss: 1.1268... Generator Loss: 0.6209
Epoch 3/5... Discriminator Loss: 1.6622... Generator Loss: 0.2991
Epoch 3/5... Discriminator Loss: 0.8863... Generator Loss: 0.9543
Epoch 3/5... Discriminator Loss: 0.9168... Generator Loss: 0.8537
Epoch 3/5... Discriminator Loss: 1.0868... Generator Loss: 0.7028
Epoch 3/5... Discriminator Loss: 0.9511... Generator Loss: 0.9080
Epoch 3/5... Discriminator Loss: 1.0918... Generator Loss: 0.5753
Epoch 3/5... Discriminator Loss: 0.8965... Generator Loss: 0.9791
Epoch 3/5... Discriminator Loss: 0.8801... Generator Loss: 1.0789
Epoch 3/5... Discriminator Loss: 0.8702... Generator Loss: 0.8200
Epoch 3/5... Discriminator Loss: 0.9490... Generator Loss: 1.0851
Epoch 3/5... Discriminator Loss: 0.9306... Generator Loss: 1.1424
Epoch 3/5... Discriminator Loss: 1.0988... Generator Loss: 0.5645
Epoch 3/5... Discriminator Loss: 0.7272... Generator Loss: 1.1653
Epoch 3/5... Discriminator Loss: 0.8869... Generator Loss: 1.8448
Epoch 3/5... Discriminator Loss: 0.9454... Generator Loss: 1.4432
Epoch 3/5... Discriminator Loss: 0.7918... Generator Loss: 1.3858
Epoch 3/5... Discriminator Loss: 1.0242... Generator Loss: 0.9748
Epoch 3/5... Discriminator Loss: 0.6772... Generator Loss: 1.0943
Epoch 3/5... Discriminator Loss: 0.9178... Generator Loss: 0.8002
Epoch 3/5... Discriminator Loss: 1.3614... Generator Loss: 0.4079
Epoch 3/5... Discriminator Loss: 0.7697... Generator Loss: 0.8875
Epoch 3/5... Discriminator Loss: 0.8992... Generator Loss: 0.9352
Epoch 3/5... Discriminator Loss: 0.9670... Generator Loss: 0.8810
Epoch 3/5... Discriminator Loss: 0.5862... Generator Loss: 1.5108
Epoch 3/5... Discriminator Loss: 0.7814... Generator Loss: 1.6084
Epoch 3/5... Discriminator Loss: 0.8360... Generator Loss: 1.2373
Epoch 3/5... Discriminator Loss: 0.9065... Generator Loss: 0.9110
Epoch 3/5... Discriminator Loss: 0.9014... Generator Loss: 1.0041
Epoch 3/5... Discriminator Loss: 0.7684... Generator Loss: 0.9473
Epoch 3/5... Discriminator Loss: 0.9224... Generator Loss: 1.1192
Epoch 3/5... Discriminator Loss: 0.7746... Generator Loss: 1.3155
Epoch 3/5... Discriminator Loss: 0.7241... Generator Loss: 1.0930
Epoch 3/5... Discriminator Loss: 0.9033... Generator Loss: 1.0031
Epoch 3/5... Discriminator Loss: 1.1372... Generator Loss: 0.9043
Epoch 3/5... Discriminator Loss: 1.0347... Generator Loss: 0.7547
Epoch 3/5... Discriminator Loss: 0.9147... Generator Loss: 0.7737
Epoch 3/5... Discriminator Loss: 0.7471... Generator Loss: 1.3731
Epoch 3/5... Discriminator Loss: 0.8038... Generator Loss: 1.2553
Epoch 3/5... Discriminator Loss: 0.8583... Generator Loss: 1.5585
Epoch 3/5... Discriminator Loss: 0.9273... Generator Loss: 1.5529
Epoch 3/5... Discriminator Loss: 0.8533... Generator Loss: 0.8403
Epoch 3/5... Discriminator Loss: 0.7639... Generator Loss: 1.0188
Epoch 3/5... Discriminator Loss: 1.1174... Generator Loss: 0.5793
Epoch 3/5... Discriminator Loss: 1.2026... Generator Loss: 0.6043
Epoch 3/5... Discriminator Loss: 1.0260... Generator Loss: 0.9470
Epoch 3/5... Discriminator Loss: 1.0732... Generator Loss: 0.6124
Epoch 3/5... Discriminator Loss: 0.9783... Generator Loss: 0.8006
Epoch 3/5... Discriminator Loss: 0.7176... Generator Loss: 1.2122
Epoch 3/5... Discriminator Loss: 0.7469... Generator Loss: 0.9532
Epoch 3/5... Discriminator Loss: 1.0667... Generator Loss: 0.6770
Epoch 3/5... Discriminator Loss: 0.9817... Generator Loss: 0.7309
Epoch 3/5... Discriminator Loss: 0.8819... Generator Loss: 1.2934
Epoch 3/5... Discriminator Loss: 0.9894... Generator Loss: 0.9061
Epoch 3/5... Discriminator Loss: 0.9879... Generator Loss: 0.7577
Epoch 3/5... Discriminator Loss: 0.9347... Generator Loss: 0.7346
Epoch 3/5... Discriminator Loss: 1.0513... Generator Loss: 0.7476
Epoch 3/5... Discriminator Loss: 1.0592... Generator Loss: 0.7528
Epoch 3/5... Discriminator Loss: 0.8908... Generator Loss: 1.0151
Epoch 3/5... Discriminator Loss: 1.0049... Generator Loss: 0.6850
Epoch 3/5... Discriminator Loss: 0.6109... Generator Loss: 2.0062
Epoch 3/5... Discriminator Loss: 0.8013... Generator Loss: 1.0800
Epoch 3/5... Discriminator Loss: 1.0403... Generator Loss: 0.6629
Epoch 3/5... Discriminator Loss: 1.0329... Generator Loss: 0.8860
Epoch 3/5... Discriminator Loss: 0.8214... Generator Loss: 1.0498
Epoch 3/5... Discriminator Loss: 0.9849... Generator Loss: 0.7921
Epoch 3/5... Discriminator Loss: 1.2054... Generator Loss: 0.6201
Epoch 3/5... Discriminator Loss: 1.2078... Generator Loss: 0.5743
Epoch 3/5... Discriminator Loss: 1.0470... Generator Loss: 0.8024
Epoch 3/5... Discriminator Loss: 0.8336... Generator Loss: 0.9029
Epoch 3/5... Discriminator Loss: 0.8875... Generator Loss: 0.9305
Epoch 3/5... Discriminator Loss: 0.7411... Generator Loss: 1.0895
Epoch 3/5... Discriminator Loss: 0.8935... Generator Loss: 0.7982
Epoch 3/5... Discriminator Loss: 1.0645... Generator Loss: 0.6840
Epoch 3/5... Discriminator Loss: 0.9885... Generator Loss: 0.8154
Epoch 3/5... Discriminator Loss: 1.0163... Generator Loss: 0.7403
Epoch 3/5... Discriminator Loss: 0.7053... Generator Loss: 1.2523
Epoch 3/5... Discriminator Loss: 1.0914... Generator Loss: 0.5599
Epoch 3/5... Discriminator Loss: 0.9304... Generator Loss: 1.3926
Epoch 3/5... Discriminator Loss: 1.2053... Generator Loss: 0.5357
Epoch 3/5... Discriminator Loss: 0.7689... Generator Loss: 1.1981
Epoch 3/5... Discriminator Loss: 0.7232... Generator Loss: 0.9905
Epoch 3/5... Discriminator Loss: 0.8979... Generator Loss: 0.8760
Epoch 3/5... Discriminator Loss: 0.9717... Generator Loss: 0.7514
Epoch 3/5... Discriminator Loss: 1.0455... Generator Loss: 0.7717
Epoch 3/5... Discriminator Loss: 0.9584... Generator Loss: 1.2387
Epoch 3/5... Discriminator Loss: 0.9066... Generator Loss: 0.8168
Epoch 3/5... Discriminator Loss: 0.9901... Generator Loss: 0.9125
Epoch 3/5... Discriminator Loss: 0.9881... Generator Loss: 1.1198
Epoch 3/5... Discriminator Loss: 1.1271... Generator Loss: 0.9060
Epoch 3/5... Discriminator Loss: 0.9859... Generator Loss: 0.8204
Epoch 3/5... Discriminator Loss: 1.0465... Generator Loss: 0.7465
Epoch 3/5... Discriminator Loss: 1.2520... Generator Loss: 0.7016
Epoch 3/5... Discriminator Loss: 0.9524... Generator Loss: 0.7898
Epoch 3/5... Discriminator Loss: 1.1570... Generator Loss: 0.6185
Epoch 3/5... Discriminator Loss: 1.1835... Generator Loss: 0.6214
Epoch 3/5... Discriminator Loss: 1.0787... Generator Loss: 0.5800
Epoch 3/5... Discriminator Loss: 0.9506... Generator Loss: 0.8872
Epoch 3/5... Discriminator Loss: 0.8829... Generator Loss: 1.0395
Epoch 3/5... Discriminator Loss: 1.0746... Generator Loss: 0.6719
Epoch 3/5... Discriminator Loss: 1.0314... Generator Loss: 0.8916
Epoch 3/5... Discriminator Loss: 0.8731... Generator Loss: 1.3336
Epoch 3/5... Discriminator Loss: 1.1008... Generator Loss: 0.5787
Epoch 3/5... Discriminator Loss: 1.0701... Generator Loss: 1.0717
Epoch 3/5... Discriminator Loss: 0.9393... Generator Loss: 0.8576
Epoch 3/5... Discriminator Loss: 1.1714... Generator Loss: 0.9690
Epoch 3/5... Discriminator Loss: 1.1085... Generator Loss: 0.8333
Epoch 3/5... Discriminator Loss: 0.6503... Generator Loss: 1.4003
Epoch 3/5... Discriminator Loss: 0.7548... Generator Loss: 1.0869
Epoch 3/5... Discriminator Loss: 0.7546... Generator Loss: 2.1760
Epoch 3/5... Discriminator Loss: 0.8729... Generator Loss: 0.9499
Epoch 3/5... Discriminator Loss: 1.1131... Generator Loss: 0.7182
Epoch 3/5... Discriminator Loss: 0.8644... Generator Loss: 1.2551
Epoch 3/5... Discriminator Loss: 1.6528... Generator Loss: 0.2920
Epoch 3/5... Discriminator Loss: 0.7087... Generator Loss: 1.1742
Epoch 3/5... Discriminator Loss: 0.9180... Generator Loss: 0.8505
Epoch 3/5... Discriminator Loss: 0.7256... Generator Loss: 1.3162
Epoch 3/5... Discriminator Loss: 0.7598... Generator Loss: 0.9864
Epoch 3/5... Discriminator Loss: 0.8433... Generator Loss: 1.1782
Epoch 3/5... Discriminator Loss: 0.9591... Generator Loss: 0.8340
Epoch 3/5... Discriminator Loss: 0.8210... Generator Loss: 1.2122
Epoch 3/5... Discriminator Loss: 1.1854... Generator Loss: 0.6082
Epoch 3/5... Discriminator Loss: 0.5338... Generator Loss: 1.3748
Epoch 3/5... Discriminator Loss: 0.4891... Generator Loss: 1.4065
Epoch 3/5... Discriminator Loss: 0.9459... Generator Loss: 0.8011
Epoch 3/5... Discriminator Loss: 0.8991... Generator Loss: 0.9702
Epoch 3/5... Discriminator Loss: 0.6472... Generator Loss: 1.0905
Epoch 3/5... Discriminator Loss: 0.8533... Generator Loss: 0.8519
Epoch 3/5... Discriminator Loss: 1.0185... Generator Loss: 0.7577
Epoch 3/5... Discriminator Loss: 0.7539... Generator Loss: 1.2297
Epoch 3/5... Discriminator Loss: 1.3115... Generator Loss: 0.4868
Epoch 3/5... Discriminator Loss: 1.0191... Generator Loss: 0.7351
Epoch 3/5... Discriminator Loss: 0.7169... Generator Loss: 1.0705
Epoch 3/5... Discriminator Loss: 1.0246... Generator Loss: 0.6709
Epoch 3/5... Discriminator Loss: 1.0293... Generator Loss: 0.7813
Epoch 3/5... Discriminator Loss: 1.1491... Generator Loss: 0.7113
Epoch 3/5... Discriminator Loss: 0.9581... Generator Loss: 1.0110
Epoch 3/5... Discriminator Loss: 0.8918... Generator Loss: 1.0548
Epoch 3/5... Discriminator Loss: 1.2940... Generator Loss: 0.5395
Epoch 3/5... Discriminator Loss: 0.8546... Generator Loss: 1.0478
Epoch 3/5... Discriminator Loss: 1.1860... Generator Loss: 0.6158
Epoch 3/5... Discriminator Loss: 1.0567... Generator Loss: 0.7056
Epoch 3/5... Discriminator Loss: 1.0693... Generator Loss: 0.7910
Epoch 3/5... Discriminator Loss: 0.8679... Generator Loss: 1.3099
Epoch 3/5... Discriminator Loss: 0.9133... Generator Loss: 0.8613
Epoch 3/5... Discriminator Loss: 0.8566... Generator Loss: 0.8673
Epoch 3/5... Discriminator Loss: 0.9830... Generator Loss: 1.0143
Epoch 3/5... Discriminator Loss: 1.3288... Generator Loss: 0.4239
Epoch 3/5... Discriminator Loss: 0.7461... Generator Loss: 0.9881
Epoch 3/5... Discriminator Loss: 0.9901... Generator Loss: 0.9427
Epoch 3/5... Discriminator Loss: 1.2164... Generator Loss: 0.5236
Epoch 3/5... Discriminator Loss: 0.8855... Generator Loss: 1.0267
Epoch 3/5... Discriminator Loss: 1.1765... Generator Loss: 0.9053
Epoch 3/5... Discriminator Loss: 0.7685... Generator Loss: 0.9301
Epoch 3/5... Discriminator Loss: 1.0924... Generator Loss: 0.6548
Epoch 3/5... Discriminator Loss: 0.9312... Generator Loss: 0.7841
Epoch 3/5... Discriminator Loss: 0.8351... Generator Loss: 0.8626
Epoch 3/5... Discriminator Loss: 1.0917... Generator Loss: 0.6652
Epoch 3/5... Discriminator Loss: 1.0032... Generator Loss: 0.9091
Epoch 3/5... Discriminator Loss: 1.2833... Generator Loss: 0.4929
Epoch 3/5... Discriminator Loss: 0.6574... Generator Loss: 1.3169
Epoch 3/5... Discriminator Loss: 0.9293... Generator Loss: 1.4165
Epoch 3/5... Discriminator Loss: 0.8335... Generator Loss: 0.8709
Epoch 3/5... Discriminator Loss: 0.6743... Generator Loss: 1.4157
Epoch 3/5... Discriminator Loss: 0.9509... Generator Loss: 0.9872
Epoch 3/5... Discriminator Loss: 1.2957... Generator Loss: 0.4992
Epoch 3/5... Discriminator Loss: 0.7741... Generator Loss: 1.3264
Epoch 3/5... Discriminator Loss: 0.7452... Generator Loss: 0.9800
Epoch 3/5... Discriminator Loss: 0.8178... Generator Loss: 0.9976
Epoch 3/5... Discriminator Loss: 1.1139... Generator Loss: 0.5867
Epoch 3/5... Discriminator Loss: 0.8370... Generator Loss: 0.9448
Epoch 3/5... Discriminator Loss: 0.9699... Generator Loss: 0.7815
Epoch 3/5... Discriminator Loss: 0.5990... Generator Loss: 1.5746
Epoch 3/5... Discriminator Loss: 0.8347... Generator Loss: 1.1238
Epoch 3/5... Discriminator Loss: 1.0348... Generator Loss: 0.6289
Epoch 3/5... Discriminator Loss: 0.8974... Generator Loss: 1.0158
Epoch 3/5... Discriminator Loss: 0.9736... Generator Loss: 0.7322
Epoch 3/5... Discriminator Loss: 1.4825... Generator Loss: 0.3741
Epoch 3/5... Discriminator Loss: 1.0887... Generator Loss: 0.6457
Epoch 3/5... Discriminator Loss: 1.3957... Generator Loss: 0.4578
Epoch 3/5... Discriminator Loss: 1.0527... Generator Loss: 0.7344
Epoch 3/5... Discriminator Loss: 1.3176... Generator Loss: 0.4975
Epoch 3/5... Discriminator Loss: 1.1687... Generator Loss: 0.5812
Epoch 3/5... Discriminator Loss: 0.7316... Generator Loss: 1.6118
Epoch 3/5... Discriminator Loss: 1.4107... Generator Loss: 0.4355
Epoch 3/5... Discriminator Loss: 1.0077... Generator Loss: 0.7225
Epoch 3/5... Discriminator Loss: 0.9994... Generator Loss: 0.7595
Epoch 3/5... Discriminator Loss: 0.8566... Generator Loss: 1.2968
Epoch 3/5... Discriminator Loss: 0.9849... Generator Loss: 1.0150
Epoch 3/5... Discriminator Loss: 0.7613... Generator Loss: 1.3013
Epoch 3/5... Discriminator Loss: 0.8067... Generator Loss: 1.0535
Epoch 3/5... Discriminator Loss: 1.0548... Generator Loss: 0.5807
Epoch 3/5... Discriminator Loss: 0.6461... Generator Loss: 1.3166
Epoch 3/5... Discriminator Loss: 0.8938... Generator Loss: 1.0553
Epoch 3/5... Discriminator Loss: 0.8985... Generator Loss: 0.8948
Epoch 3/5... Discriminator Loss: 0.9974... Generator Loss: 0.7455
Epoch 3/5... Discriminator Loss: 0.8670... Generator Loss: 1.3433
Epoch 3/5... Discriminator Loss: 1.0466... Generator Loss: 0.7492
Epoch 3/5... Discriminator Loss: 0.8977... Generator Loss: 0.8155
Epoch 3/5... Discriminator Loss: 0.9726... Generator Loss: 1.0090
Epoch 3/5... Discriminator Loss: 0.8951... Generator Loss: 0.8949
Epoch 3/5... Discriminator Loss: 0.8488... Generator Loss: 1.2671
Epoch 3/5... Discriminator Loss: 0.7796... Generator Loss: 1.2259
Epoch 3/5... Discriminator Loss: 1.0829... Generator Loss: 0.6109
Epoch 3/5... Discriminator Loss: 1.0811... Generator Loss: 0.6828
Epoch 3/5... Discriminator Loss: 0.9145... Generator Loss: 1.1255
Epoch 3/5... Discriminator Loss: 0.6852... Generator Loss: 1.0347
Epoch 3/5... Discriminator Loss: 0.7943... Generator Loss: 1.2325
Epoch 3/5... Discriminator Loss: 0.6621... Generator Loss: 1.5581
Epoch 3/5... Discriminator Loss: 1.0696... Generator Loss: 0.7671
Epoch 3/5... Discriminator Loss: 0.8457... Generator Loss: 1.0351
Epoch 3/5... Discriminator Loss: 0.9519... Generator Loss: 1.2859
Epoch 3/5... Discriminator Loss: 0.8436... Generator Loss: 1.2104
Epoch 3/5... Discriminator Loss: 1.0624... Generator Loss: 1.3995
Epoch 3/5... Discriminator Loss: 0.8915... Generator Loss: 0.8417
Epoch 3/5... Discriminator Loss: 0.5451... Generator Loss: 1.4454
Epoch 3/5... Discriminator Loss: 0.9316... Generator Loss: 0.9814
Epoch 3/5... Discriminator Loss: 0.9520... Generator Loss: 1.3571
Epoch 3/5... Discriminator Loss: 0.8911... Generator Loss: 0.9398
Epoch 3/5... Discriminator Loss: 0.9980... Generator Loss: 0.9928
Epoch 3/5... Discriminator Loss: 1.1435... Generator Loss: 0.6586
Epoch 3/5... Discriminator Loss: 0.8002... Generator Loss: 1.0134
Epoch 3/5... Discriminator Loss: 0.7476... Generator Loss: 1.2128
Epoch 3/5... Discriminator Loss: 0.9168... Generator Loss: 0.6937
Epoch 3/5... Discriminator Loss: 0.7473... Generator Loss: 1.0541
Epoch 3/5... Discriminator Loss: 0.9508... Generator Loss: 0.8679
Epoch 3/5... Discriminator Loss: 1.1182... Generator Loss: 0.5872
Epoch 3/5... Discriminator Loss: 0.9852... Generator Loss: 0.7892
Epoch 3/5... Discriminator Loss: 1.2975... Generator Loss: 0.5804
Epoch 3/5... Discriminator Loss: 1.3048... Generator Loss: 0.4577
Epoch 3/5... Discriminator Loss: 0.7987... Generator Loss: 1.3612
Epoch 3/5... Discriminator Loss: 0.9032... Generator Loss: 0.9308
Epoch 3/5... Discriminator Loss: 1.0212... Generator Loss: 0.6389
Epoch 3/5... Discriminator Loss: 1.0283... Generator Loss: 0.8242
Epoch 3/5... Discriminator Loss: 0.9065... Generator Loss: 0.9187
Epoch 3/5... Discriminator Loss: 0.7558... Generator Loss: 1.1830
Epoch 3/5... Discriminator Loss: 0.8570... Generator Loss: 0.9032
Epoch 3/5... Discriminator Loss: 1.2498... Generator Loss: 0.4949
Epoch 3/5... Discriminator Loss: 0.9092... Generator Loss: 1.0043
Epoch 3/5... Discriminator Loss: 1.0282... Generator Loss: 1.0742
Epoch 3/5... Discriminator Loss: 0.9557... Generator Loss: 0.7208
Epoch 3/5... Discriminator Loss: 1.0943... Generator Loss: 0.5837
Epoch 3/5... Discriminator Loss: 0.7892... Generator Loss: 1.2092
Epoch 3/5... Discriminator Loss: 0.9162... Generator Loss: 0.8427
Epoch 3/5... Discriminator Loss: 0.9429... Generator Loss: 0.7509
Epoch 3/5... Discriminator Loss: 0.9262... Generator Loss: 0.8087
Epoch 3/5... Discriminator Loss: 0.8610... Generator Loss: 1.0107
Epoch 3/5... Discriminator Loss: 0.9690... Generator Loss: 0.8097
Epoch 3/5... Discriminator Loss: 0.8882... Generator Loss: 0.9575
Epoch 3/5... Discriminator Loss: 1.1044... Generator Loss: 0.6556
Epoch 3/5... Discriminator Loss: 1.0418... Generator Loss: 0.6535
Epoch 3/5... Discriminator Loss: 0.9400... Generator Loss: 0.7448
Epoch 3/5... Discriminator Loss: 0.7347... Generator Loss: 1.0194
Epoch 3/5... Discriminator Loss: 1.1169... Generator Loss: 0.9970
Epoch 3/5... Discriminator Loss: 0.8457... Generator Loss: 0.9666
Epoch 3/5... Discriminator Loss: 0.9989... Generator Loss: 0.7558
Epoch 3/5... Discriminator Loss: 0.9636... Generator Loss: 0.8122
Epoch 3/5... Discriminator Loss: 0.8052... Generator Loss: 0.9624
Epoch 3/5... Discriminator Loss: 1.0107... Generator Loss: 0.6592
Epoch 3/5... Discriminator Loss: 0.9259... Generator Loss: 0.9127
Epoch 3/5... Discriminator Loss: 0.8576... Generator Loss: 0.9586
Epoch 3/5... Discriminator Loss: 1.0670... Generator Loss: 0.5872
Epoch 3/5... Discriminator Loss: 0.7954... Generator Loss: 1.1077
Epoch 3/5... Discriminator Loss: 1.0116... Generator Loss: 0.9546
Epoch 3/5... Discriminator Loss: 1.2705... Generator Loss: 0.5567
Epoch 3/5... Discriminator Loss: 0.8338... Generator Loss: 1.2259
Epoch 3/5... Discriminator Loss: 0.9337... Generator Loss: 0.8023
Epoch 3/5... Discriminator Loss: 0.9308... Generator Loss: 0.8324
Epoch 3/5... Discriminator Loss: 1.0261... Generator Loss: 0.8634
Epoch 3/5... Discriminator Loss: 1.0860... Generator Loss: 0.6752
Epoch 3/5... Discriminator Loss: 0.8781... Generator Loss: 1.0036
Epoch 3/5... Discriminator Loss: 0.6734... Generator Loss: 1.3564
Epoch 3/5... Discriminator Loss: 0.7355... Generator Loss: 1.0970
Epoch 3/5... Discriminator Loss: 0.8963... Generator Loss: 0.7947
Epoch 3/5... Discriminator Loss: 1.5001... Generator Loss: 0.4045
Epoch 3/5... Discriminator Loss: 1.1871... Generator Loss: 0.5671
Epoch 3/5... Discriminator Loss: 1.3017... Generator Loss: 0.4935
Epoch 3/5... Discriminator Loss: 0.8739... Generator Loss: 1.1025
Epoch 3/5... Discriminator Loss: 1.1802... Generator Loss: 0.5229
Epoch 3/5... Discriminator Loss: 0.7961... Generator Loss: 0.9843
Epoch 3/5... Discriminator Loss: 1.1141... Generator Loss: 0.7800
Epoch 3/5... Discriminator Loss: 0.9287... Generator Loss: 0.7837
Epoch 3/5... Discriminator Loss: 0.8841... Generator Loss: 0.9802
Epoch 3/5... Discriminator Loss: 1.2696... Generator Loss: 0.6224
Epoch 3/5... Discriminator Loss: 1.0634... Generator Loss: 0.9491
Epoch 3/5... Discriminator Loss: 0.7741... Generator Loss: 1.0161
Epoch 3/5... Discriminator Loss: 0.6790... Generator Loss: 1.3012
Epoch 3/5... Discriminator Loss: 0.9970... Generator Loss: 0.7346
Epoch 3/5... Discriminator Loss: 0.8869... Generator Loss: 0.8506
Epoch 3/5... Discriminator Loss: 1.0900... Generator Loss: 0.5754
Epoch 3/5... Discriminator Loss: 1.2521... Generator Loss: 0.5261
Epoch 3/5... Discriminator Loss: 0.7974... Generator Loss: 1.1909
Epoch 3/5... Discriminator Loss: 1.1604... Generator Loss: 0.6132
Epoch 3/5... Discriminator Loss: 0.9932... Generator Loss: 0.7315
Epoch 3/5... Discriminator Loss: 1.2748... Generator Loss: 0.5365
Epoch 3/5... Discriminator Loss: 0.9440... Generator Loss: 0.9504
Epoch 3/5... Discriminator Loss: 1.2049... Generator Loss: 0.6109
Epoch 3/5... Discriminator Loss: 0.9318... Generator Loss: 0.6917
Epoch 3/5... Discriminator Loss: 1.0368... Generator Loss: 0.7444
Epoch 3/5... Discriminator Loss: 1.2292... Generator Loss: 1.2353
Epoch 3/5... Discriminator Loss: 1.2542... Generator Loss: 0.9678
Epoch 3/5... Discriminator Loss: 0.7760... Generator Loss: 0.9989
Epoch 3/5... Discriminator Loss: 1.0492... Generator Loss: 0.7604
Epoch 3/5... Discriminator Loss: 0.6801... Generator Loss: 1.1764
Epoch 3/5... Discriminator Loss: 0.9369... Generator Loss: 0.8216
Epoch 3/5... Discriminator Loss: 0.9686... Generator Loss: 0.9854
Epoch 3/5... Discriminator Loss: 0.8766... Generator Loss: 0.8780
Epoch 3/5... Discriminator Loss: 0.8608... Generator Loss: 0.7962
Epoch 3/5... Discriminator Loss: 1.2830... Generator Loss: 0.4988
Epoch 3/5... Discriminator Loss: 0.9609... Generator Loss: 0.8715
Epoch 3/5... Discriminator Loss: 0.8053... Generator Loss: 0.8793
Epoch 3/5... Discriminator Loss: 0.6992... Generator Loss: 1.2425
Epoch 3/5... Discriminator Loss: 0.8881... Generator Loss: 0.9560
Epoch 3/5... Discriminator Loss: 0.9686... Generator Loss: 0.9919
Epoch 4/5... Discriminator Loss: 1.0011... Generator Loss: 0.7687
Epoch 4/5... Discriminator Loss: 0.6594... Generator Loss: 1.2164
Epoch 4/5... Discriminator Loss: 0.7129... Generator Loss: 1.8589
Epoch 4/5... Discriminator Loss: 0.8005... Generator Loss: 1.0071
Epoch 4/5... Discriminator Loss: 0.8375... Generator Loss: 1.1082
Epoch 4/5... Discriminator Loss: 0.8198... Generator Loss: 1.0208
Epoch 4/5... Discriminator Loss: 0.9901... Generator Loss: 0.8447
Epoch 4/5... Discriminator Loss: 0.8846... Generator Loss: 0.8533
Epoch 4/5... Discriminator Loss: 0.7735... Generator Loss: 0.9525
Epoch 4/5... Discriminator Loss: 1.0952... Generator Loss: 0.7203
Epoch 4/5... Discriminator Loss: 0.8059... Generator Loss: 1.1202
Epoch 4/5... Discriminator Loss: 0.9464... Generator Loss: 1.2022
Epoch 4/5... Discriminator Loss: 1.1341... Generator Loss: 0.6895
Epoch 4/5... Discriminator Loss: 0.6890... Generator Loss: 1.3134
Epoch 4/5... Discriminator Loss: 0.9426... Generator Loss: 1.2060
Epoch 4/5... Discriminator Loss: 0.7512... Generator Loss: 1.2783
Epoch 4/5... Discriminator Loss: 0.8540... Generator Loss: 1.2667
Epoch 4/5... Discriminator Loss: 0.8665... Generator Loss: 0.9529
Epoch 4/5... Discriminator Loss: 0.9127... Generator Loss: 0.9271
Epoch 4/5... Discriminator Loss: 0.7482... Generator Loss: 0.9639
Epoch 4/5... Discriminator Loss: 0.8528... Generator Loss: 1.0054
Epoch 4/5... Discriminator Loss: 1.0480... Generator Loss: 0.6795
Epoch 4/5... Discriminator Loss: 0.9179... Generator Loss: 1.1658
Epoch 4/5... Discriminator Loss: 1.1055... Generator Loss: 0.8127
Epoch 4/5... Discriminator Loss: 0.7894... Generator Loss: 1.2810
Epoch 4/5... Discriminator Loss: 0.9203... Generator Loss: 0.9749
Epoch 4/5... Discriminator Loss: 0.7229... Generator Loss: 1.2220
Epoch 4/5... Discriminator Loss: 0.8522... Generator Loss: 1.0567
Epoch 4/5... Discriminator Loss: 0.8297... Generator Loss: 0.8702
Epoch 4/5... Discriminator Loss: 0.9510... Generator Loss: 1.2221
Epoch 4/5... Discriminator Loss: 0.9529... Generator Loss: 1.2053
Epoch 4/5... Discriminator Loss: 0.8677... Generator Loss: 1.0019
Epoch 4/5... Discriminator Loss: 0.8865... Generator Loss: 1.0098
Epoch 4/5... Discriminator Loss: 0.9517... Generator Loss: 0.8784
Epoch 4/5... Discriminator Loss: 1.0828... Generator Loss: 0.7580
Epoch 4/5... Discriminator Loss: 0.9400... Generator Loss: 0.8876
Epoch 4/5... Discriminator Loss: 0.9503... Generator Loss: 0.7529
Epoch 4/5... Discriminator Loss: 1.2048... Generator Loss: 0.9397
Epoch 4/5... Discriminator Loss: 1.1371... Generator Loss: 0.8388
Epoch 4/5... Discriminator Loss: 0.9970... Generator Loss: 0.6852
Epoch 4/5... Discriminator Loss: 0.8426... Generator Loss: 0.9224
Epoch 4/5... Discriminator Loss: 0.5718... Generator Loss: 1.3466
Epoch 4/5... Discriminator Loss: 0.7610... Generator Loss: 0.9726
Epoch 4/5... Discriminator Loss: 0.9802... Generator Loss: 0.8235
Epoch 4/5... Discriminator Loss: 0.9772... Generator Loss: 0.8042
Epoch 4/5... Discriminator Loss: 0.7709... Generator Loss: 1.0603
Epoch 4/5... Discriminator Loss: 0.8863... Generator Loss: 1.0262
Epoch 4/5... Discriminator Loss: 0.9665... Generator Loss: 0.7416
Epoch 4/5... Discriminator Loss: 0.9239... Generator Loss: 1.0081
Epoch 4/5... Discriminator Loss: 0.7334... Generator Loss: 1.1703
Epoch 4/5... Discriminator Loss: 1.0621... Generator Loss: 0.8903
Epoch 4/5... Discriminator Loss: 0.7554... Generator Loss: 1.2109
Epoch 4/5... Discriminator Loss: 0.9564... Generator Loss: 1.0610
Epoch 4/5... Discriminator Loss: 0.7981... Generator Loss: 1.1712
Epoch 4/5... Discriminator Loss: 1.0731... Generator Loss: 1.4157
Epoch 4/5... Discriminator Loss: 1.3261... Generator Loss: 0.4235
Epoch 4/5... Discriminator Loss: 0.9688... Generator Loss: 0.9008
Epoch 4/5... Discriminator Loss: 0.8742... Generator Loss: 0.8641
Epoch 4/5... Discriminator Loss: 0.6256... Generator Loss: 1.6271
Epoch 4/5... Discriminator Loss: 0.8946... Generator Loss: 0.8878
Epoch 4/5... Discriminator Loss: 0.8738... Generator Loss: 0.8120
Epoch 4/5... Discriminator Loss: 0.9957... Generator Loss: 0.8780
Epoch 4/5... Discriminator Loss: 0.7691... Generator Loss: 1.3308
Epoch 4/5... Discriminator Loss: 1.0905... Generator Loss: 0.7920
Epoch 4/5... Discriminator Loss: 0.8114... Generator Loss: 0.9454
Epoch 4/5... Discriminator Loss: 0.9218... Generator Loss: 0.8440
Epoch 4/5... Discriminator Loss: 0.9343... Generator Loss: 0.8100
Epoch 4/5... Discriminator Loss: 0.9543... Generator Loss: 0.9041
Epoch 4/5... Discriminator Loss: 1.1068... Generator Loss: 0.6441
Epoch 4/5... Discriminator Loss: 0.6169... Generator Loss: 1.7792
Epoch 4/5... Discriminator Loss: 0.9225... Generator Loss: 0.7983
Epoch 4/5... Discriminator Loss: 0.8486... Generator Loss: 1.0218
Epoch 4/5... Discriminator Loss: 0.8835... Generator Loss: 0.7908
Epoch 4/5... Discriminator Loss: 1.1913... Generator Loss: 1.2078
Epoch 4/5... Discriminator Loss: 0.9498... Generator Loss: 1.0605
Epoch 4/5... Discriminator Loss: 1.3619... Generator Loss: 0.4323
Epoch 4/5... Discriminator Loss: 0.9262... Generator Loss: 1.0623
Epoch 4/5... Discriminator Loss: 0.9848... Generator Loss: 0.7561
Epoch 4/5... Discriminator Loss: 0.9039... Generator Loss: 0.7126
Epoch 4/5... Discriminator Loss: 0.8305... Generator Loss: 0.9855
Epoch 4/5... Discriminator Loss: 1.2297... Generator Loss: 0.4931
Epoch 4/5... Discriminator Loss: 0.8130... Generator Loss: 1.1390
Epoch 4/5... Discriminator Loss: 1.2183... Generator Loss: 0.5297
Epoch 4/5... Discriminator Loss: 1.0436... Generator Loss: 0.6684
Epoch 4/5... Discriminator Loss: 0.7937... Generator Loss: 1.2696
Epoch 4/5... Discriminator Loss: 0.8391... Generator Loss: 1.2285
Epoch 4/5... Discriminator Loss: 0.7037... Generator Loss: 1.5392
Epoch 4/5... Discriminator Loss: 1.0101... Generator Loss: 0.7556
Epoch 4/5... Discriminator Loss: 1.1283... Generator Loss: 0.5915
Epoch 4/5... Discriminator Loss: 0.7777... Generator Loss: 0.9244
Epoch 4/5... Discriminator Loss: 0.9245... Generator Loss: 0.8003
Epoch 4/5... Discriminator Loss: 0.9642... Generator Loss: 0.7996
Epoch 4/5... Discriminator Loss: 0.8927... Generator Loss: 1.3080
Epoch 4/5... Discriminator Loss: 1.1416... Generator Loss: 0.5634
Epoch 4/5... Discriminator Loss: 1.4311... Generator Loss: 0.3798
Epoch 4/5... Discriminator Loss: 0.9527... Generator Loss: 0.7030
Epoch 4/5... Discriminator Loss: 0.9636... Generator Loss: 0.6907
Epoch 4/5... Discriminator Loss: 0.9466... Generator Loss: 1.1009
Epoch 4/5... Discriminator Loss: 0.6874... Generator Loss: 1.3161
Epoch 4/5... Discriminator Loss: 0.8235... Generator Loss: 1.3065
Epoch 4/5... Discriminator Loss: 1.2919... Generator Loss: 0.5540
Epoch 4/5... Discriminator Loss: 1.0627... Generator Loss: 0.6397
Epoch 4/5... Discriminator Loss: 0.9326... Generator Loss: 1.0015
Epoch 4/5... Discriminator Loss: 0.9175... Generator Loss: 0.9343
Epoch 4/5... Discriminator Loss: 1.0737... Generator Loss: 0.7917
Epoch 4/5... Discriminator Loss: 1.1260... Generator Loss: 0.5866
Epoch 4/5... Discriminator Loss: 0.7625... Generator Loss: 1.3397
Epoch 4/5... Discriminator Loss: 0.4115... Generator Loss: 1.6332
Epoch 4/5... Discriminator Loss: 0.7858... Generator Loss: 0.9882
Epoch 4/5... Discriminator Loss: 0.8727... Generator Loss: 0.9325
Epoch 4/5... Discriminator Loss: 1.1762... Generator Loss: 0.6142
Epoch 4/5... Discriminator Loss: 0.9286... Generator Loss: 0.8097
Epoch 4/5... Discriminator Loss: 1.0993... Generator Loss: 0.6840
Epoch 4/5... Discriminator Loss: 1.3393... Generator Loss: 0.4503
Epoch 4/5... Discriminator Loss: 0.8149... Generator Loss: 0.9979
Epoch 4/5... Discriminator Loss: 0.8591... Generator Loss: 0.9793
Epoch 4/5... Discriminator Loss: 0.8959... Generator Loss: 0.8746
Epoch 4/5... Discriminator Loss: 0.7619... Generator Loss: 1.0102
Epoch 4/5... Discriminator Loss: 0.7633... Generator Loss: 1.2099
Epoch 4/5... Discriminator Loss: 0.8475... Generator Loss: 1.1403
Epoch 4/5... Discriminator Loss: 0.9491... Generator Loss: 0.9508
Epoch 4/5... Discriminator Loss: 0.8897... Generator Loss: 0.8195
Epoch 4/5... Discriminator Loss: 1.0056... Generator Loss: 0.7980
Epoch 4/5... Discriminator Loss: 0.8983... Generator Loss: 1.1788
Epoch 4/5... Discriminator Loss: 0.8141... Generator Loss: 1.1033
Epoch 4/5... Discriminator Loss: 0.5998... Generator Loss: 1.2783
Epoch 4/5... Discriminator Loss: 0.9282... Generator Loss: 0.7545
Epoch 4/5... Discriminator Loss: 1.0689... Generator Loss: 0.9248
Epoch 4/5... Discriminator Loss: 0.7592... Generator Loss: 1.0158
Epoch 4/5... Discriminator Loss: 0.9133... Generator Loss: 0.9928
Epoch 4/5... Discriminator Loss: 0.8094... Generator Loss: 1.1853
Epoch 4/5... Discriminator Loss: 0.7432... Generator Loss: 1.0856
Epoch 4/5... Discriminator Loss: 0.7225... Generator Loss: 1.4206
Epoch 4/5... Discriminator Loss: 0.9263... Generator Loss: 1.1640
Epoch 4/5... Discriminator Loss: 0.7315... Generator Loss: 1.2135
Epoch 4/5... Discriminator Loss: 0.7896... Generator Loss: 0.8910
Epoch 4/5... Discriminator Loss: 1.3011... Generator Loss: 0.3968
Epoch 4/5... Discriminator Loss: 0.9256... Generator Loss: 0.9817
Epoch 4/5... Discriminator Loss: 1.0052... Generator Loss: 0.9592
Epoch 4/5... Discriminator Loss: 1.0107... Generator Loss: 0.8065
Epoch 4/5... Discriminator Loss: 0.8014... Generator Loss: 1.0171
Epoch 4/5... Discriminator Loss: 1.0463... Generator Loss: 0.6883
Epoch 4/5... Discriminator Loss: 1.0138... Generator Loss: 1.0887
Epoch 4/5... Discriminator Loss: 0.9035... Generator Loss: 1.1402
Epoch 4/5... Discriminator Loss: 0.7527... Generator Loss: 1.1439
Epoch 4/5... Discriminator Loss: 0.8281... Generator Loss: 1.1175
Epoch 4/5... Discriminator Loss: 0.9468... Generator Loss: 0.8198
Epoch 4/5... Discriminator Loss: 0.8953... Generator Loss: 1.0694
Epoch 4/5... Discriminator Loss: 1.1433... Generator Loss: 0.5503
Epoch 4/5... Discriminator Loss: 0.6046... Generator Loss: 1.5946
Epoch 4/5... Discriminator Loss: 1.0961... Generator Loss: 0.6000
Epoch 4/5... Discriminator Loss: 0.6987... Generator Loss: 1.3234
Epoch 4/5... Discriminator Loss: 1.2529... Generator Loss: 0.5694
Epoch 4/5... Discriminator Loss: 0.8567... Generator Loss: 1.2869
Epoch 4/5... Discriminator Loss: 0.7750... Generator Loss: 0.9342
Epoch 4/5... Discriminator Loss: 0.9356... Generator Loss: 1.0512
Epoch 4/5... Discriminator Loss: 0.9520... Generator Loss: 0.7799
Epoch 4/5... Discriminator Loss: 1.2822... Generator Loss: 0.4681
Epoch 4/5... Discriminator Loss: 1.0017... Generator Loss: 0.9964
Epoch 4/5... Discriminator Loss: 0.7347... Generator Loss: 1.0957
Epoch 4/5... Discriminator Loss: 1.4342... Generator Loss: 0.4026
Epoch 4/5... Discriminator Loss: 1.3340... Generator Loss: 0.4101
Epoch 4/5... Discriminator Loss: 1.2288... Generator Loss: 0.4932
Epoch 4/5... Discriminator Loss: 1.2765... Generator Loss: 0.4860
Epoch 4/5... Discriminator Loss: 1.1338... Generator Loss: 0.7876
Epoch 4/5... Discriminator Loss: 0.9283... Generator Loss: 1.0286
Epoch 4/5... Discriminator Loss: 0.8441... Generator Loss: 0.8714
Epoch 4/5... Discriminator Loss: 0.7916... Generator Loss: 1.2779
Epoch 4/5... Discriminator Loss: 1.1707... Generator Loss: 0.6626
Epoch 4/5... Discriminator Loss: 1.0478... Generator Loss: 0.6058
Epoch 4/5... Discriminator Loss: 0.8106... Generator Loss: 0.9765
Epoch 4/5... Discriminator Loss: 0.9807... Generator Loss: 0.6767
Epoch 4/5... Discriminator Loss: 0.9685... Generator Loss: 1.7776
Epoch 4/5... Discriminator Loss: 0.8928... Generator Loss: 0.8601
Epoch 4/5... Discriminator Loss: 0.7475... Generator Loss: 1.2472
Epoch 4/5... Discriminator Loss: 1.2326... Generator Loss: 0.5207
Epoch 4/5... Discriminator Loss: 1.0686... Generator Loss: 0.7589
Epoch 4/5... Discriminator Loss: 0.8751... Generator Loss: 0.9247
Epoch 4/5... Discriminator Loss: 0.8841... Generator Loss: 1.0389
Epoch 4/5... Discriminator Loss: 0.8027... Generator Loss: 0.9541
Epoch 4/5... Discriminator Loss: 1.0715... Generator Loss: 0.7519
Epoch 4/5... Discriminator Loss: 0.6639... Generator Loss: 1.3067
Epoch 4/5... Discriminator Loss: 0.8833... Generator Loss: 0.9883
Epoch 4/5... Discriminator Loss: 0.8968... Generator Loss: 0.8261
Epoch 4/5... Discriminator Loss: 0.9396... Generator Loss: 0.9545
Epoch 4/5... Discriminator Loss: 0.8401... Generator Loss: 0.9284
Epoch 4/5... Discriminator Loss: 0.8434... Generator Loss: 0.8182
Epoch 4/5... Discriminator Loss: 0.8763... Generator Loss: 0.9177
Epoch 4/5... Discriminator Loss: 0.8935... Generator Loss: 0.9117
Epoch 4/5... Discriminator Loss: 1.0582... Generator Loss: 0.6656
Epoch 4/5... Discriminator Loss: 1.0197... Generator Loss: 0.9132
Epoch 4/5... Discriminator Loss: 0.8710... Generator Loss: 0.8922
Epoch 4/5... Discriminator Loss: 0.8754... Generator Loss: 1.7352
Epoch 4/5... Discriminator Loss: 0.7849... Generator Loss: 1.2354
Epoch 4/5... Discriminator Loss: 0.8943... Generator Loss: 0.8550
Epoch 4/5... Discriminator Loss: 1.0981... Generator Loss: 0.6403
Epoch 4/5... Discriminator Loss: 0.9700... Generator Loss: 0.7962
Epoch 4/5... Discriminator Loss: 0.9665... Generator Loss: 0.7478
Epoch 4/5... Discriminator Loss: 0.9401... Generator Loss: 0.7850
Epoch 4/5... Discriminator Loss: 0.7193... Generator Loss: 1.3608
Epoch 4/5... Discriminator Loss: 0.8915... Generator Loss: 0.7901
Epoch 4/5... Discriminator Loss: 0.8847... Generator Loss: 0.8847
Epoch 4/5... Discriminator Loss: 0.8192... Generator Loss: 1.0442
Epoch 4/5... Discriminator Loss: 1.0832... Generator Loss: 0.5579
Epoch 4/5... Discriminator Loss: 1.1703... Generator Loss: 0.6299
Epoch 4/5... Discriminator Loss: 1.1144... Generator Loss: 0.5894
Epoch 4/5... Discriminator Loss: 0.8520... Generator Loss: 1.0484
Epoch 4/5... Discriminator Loss: 0.8705... Generator Loss: 0.8990
Epoch 4/5... Discriminator Loss: 0.9449... Generator Loss: 0.9381
Epoch 4/5... Discriminator Loss: 0.8368... Generator Loss: 1.7350
Epoch 4/5... Discriminator Loss: 0.7253... Generator Loss: 1.0705
Epoch 4/5... Discriminator Loss: 1.3717... Generator Loss: 0.3896
Epoch 4/5... Discriminator Loss: 1.0194... Generator Loss: 0.7370
Epoch 4/5... Discriminator Loss: 1.0528... Generator Loss: 0.6344
Epoch 4/5... Discriminator Loss: 0.8183... Generator Loss: 1.2919
Epoch 4/5... Discriminator Loss: 1.0443... Generator Loss: 0.7257
Epoch 4/5... Discriminator Loss: 0.9856... Generator Loss: 1.1425
Epoch 4/5... Discriminator Loss: 0.8144... Generator Loss: 0.9975
Epoch 4/5... Discriminator Loss: 0.9138... Generator Loss: 0.8605
Epoch 4/5... Discriminator Loss: 0.9487... Generator Loss: 0.8742
Epoch 4/5... Discriminator Loss: 1.1719... Generator Loss: 0.5372
Epoch 4/5... Discriminator Loss: 0.7915... Generator Loss: 1.0173
Epoch 4/5... Discriminator Loss: 0.9926... Generator Loss: 0.7125
Epoch 4/5... Discriminator Loss: 1.3660... Generator Loss: 0.4632
Epoch 4/5... Discriminator Loss: 1.2847... Generator Loss: 0.4809
Epoch 4/5... Discriminator Loss: 0.7894... Generator Loss: 1.1504
Epoch 4/5... Discriminator Loss: 1.0948... Generator Loss: 0.6899
Epoch 4/5... Discriminator Loss: 0.8846... Generator Loss: 0.8027
Epoch 4/5... Discriminator Loss: 0.9405... Generator Loss: 0.9714
Epoch 4/5... Discriminator Loss: 1.0013... Generator Loss: 0.9514
Epoch 4/5... Discriminator Loss: 1.1300... Generator Loss: 0.6033
Epoch 4/5... Discriminator Loss: 1.6517... Generator Loss: 0.2892
Epoch 4/5... Discriminator Loss: 0.8755... Generator Loss: 1.2320
Epoch 4/5... Discriminator Loss: 1.0926... Generator Loss: 0.5819
Epoch 4/5... Discriminator Loss: 0.8179... Generator Loss: 1.0210
Epoch 4/5... Discriminator Loss: 0.7908... Generator Loss: 0.9756
Epoch 4/5... Discriminator Loss: 1.1296... Generator Loss: 0.5727
Epoch 4/5... Discriminator Loss: 0.8532... Generator Loss: 1.0480
Epoch 4/5... Discriminator Loss: 0.9868... Generator Loss: 0.7453
Epoch 4/5... Discriminator Loss: 0.8849... Generator Loss: 0.9662
Epoch 4/5... Discriminator Loss: 1.3067... Generator Loss: 0.3967
Epoch 4/5... Discriminator Loss: 1.1596... Generator Loss: 0.5743
Epoch 4/5... Discriminator Loss: 0.7021... Generator Loss: 1.2369
Epoch 4/5... Discriminator Loss: 1.0163... Generator Loss: 0.7802
Epoch 4/5... Discriminator Loss: 1.2604... Generator Loss: 0.5047
Epoch 4/5... Discriminator Loss: 0.8912... Generator Loss: 0.9215
Epoch 4/5... Discriminator Loss: 0.7683... Generator Loss: 1.4649
Epoch 4/5... Discriminator Loss: 0.5837... Generator Loss: 1.3795
Epoch 4/5... Discriminator Loss: 1.0640... Generator Loss: 0.7302
Epoch 4/5... Discriminator Loss: 0.6654... Generator Loss: 1.5281
Epoch 4/5... Discriminator Loss: 1.3152... Generator Loss: 0.5444
Epoch 4/5... Discriminator Loss: 1.0398... Generator Loss: 0.8246
Epoch 4/5... Discriminator Loss: 0.7010... Generator Loss: 1.0850
Epoch 4/5... Discriminator Loss: 1.0718... Generator Loss: 0.6877
Epoch 4/5... Discriminator Loss: 1.0458... Generator Loss: 0.5913
Epoch 4/5... Discriminator Loss: 0.9082... Generator Loss: 1.0318
Epoch 4/5... Discriminator Loss: 0.6182... Generator Loss: 1.6057
Epoch 4/5... Discriminator Loss: 0.9024... Generator Loss: 0.8861
Epoch 4/5... Discriminator Loss: 0.9053... Generator Loss: 1.0547
Epoch 4/5... Discriminator Loss: 1.0619... Generator Loss: 0.9150
Epoch 4/5... Discriminator Loss: 0.9306... Generator Loss: 0.7583
Epoch 4/5... Discriminator Loss: 1.0120... Generator Loss: 0.8535
Epoch 4/5... Discriminator Loss: 0.9394... Generator Loss: 0.7497
Epoch 4/5... Discriminator Loss: 0.8977... Generator Loss: 0.8734
Epoch 4/5... Discriminator Loss: 0.7877... Generator Loss: 1.1295
Epoch 4/5... Discriminator Loss: 0.5601... Generator Loss: 1.2494
Epoch 4/5... Discriminator Loss: 0.5743... Generator Loss: 1.4406
Epoch 4/5... Discriminator Loss: 1.1808... Generator Loss: 0.6070
Epoch 4/5... Discriminator Loss: 0.8958... Generator Loss: 0.7798
Epoch 4/5... Discriminator Loss: 0.6335... Generator Loss: 1.4806
Epoch 4/5... Discriminator Loss: 0.8398... Generator Loss: 1.7534
Epoch 4/5... Discriminator Loss: 0.7554... Generator Loss: 1.1349
Epoch 4/5... Discriminator Loss: 0.7157... Generator Loss: 1.1215
Epoch 4/5... Discriminator Loss: 0.7746... Generator Loss: 0.9963
Epoch 4/5... Discriminator Loss: 0.9230... Generator Loss: 0.6981
Epoch 4/5... Discriminator Loss: 0.8998... Generator Loss: 0.7699
Epoch 4/5... Discriminator Loss: 0.8354... Generator Loss: 0.9175
Epoch 4/5... Discriminator Loss: 0.7506... Generator Loss: 1.1211
Epoch 4/5... Discriminator Loss: 0.8733... Generator Loss: 0.8849
Epoch 4/5... Discriminator Loss: 1.0109... Generator Loss: 0.8697
Epoch 4/5... Discriminator Loss: 1.2530... Generator Loss: 0.4413
Epoch 4/5... Discriminator Loss: 0.8292... Generator Loss: 0.9397
Epoch 4/5... Discriminator Loss: 1.1629... Generator Loss: 0.6456
Epoch 4/5... Discriminator Loss: 1.0006... Generator Loss: 0.6996
Epoch 4/5... Discriminator Loss: 1.0144... Generator Loss: 1.2286
Epoch 4/5... Discriminator Loss: 0.9854... Generator Loss: 0.7891
Epoch 4/5... Discriminator Loss: 1.3061... Generator Loss: 0.5012
Epoch 4/5... Discriminator Loss: 0.8108... Generator Loss: 1.6605
Epoch 4/5... Discriminator Loss: 0.7888... Generator Loss: 1.1336
Epoch 4/5... Discriminator Loss: 1.0157... Generator Loss: 0.8331
Epoch 4/5... Discriminator Loss: 0.8175... Generator Loss: 1.3193
Epoch 4/5... Discriminator Loss: 1.0500... Generator Loss: 0.7098
Epoch 4/5... Discriminator Loss: 1.0883... Generator Loss: 0.7846
Epoch 4/5... Discriminator Loss: 0.9820... Generator Loss: 1.1322
Epoch 4/5... Discriminator Loss: 1.0389... Generator Loss: 0.6899
Epoch 4/5... Discriminator Loss: 0.7390... Generator Loss: 1.2305
Epoch 4/5... Discriminator Loss: 0.9157... Generator Loss: 1.1937
Epoch 4/5... Discriminator Loss: 1.0959... Generator Loss: 0.6482
Epoch 4/5... Discriminator Loss: 0.8498... Generator Loss: 0.9447
Epoch 4/5... Discriminator Loss: 0.8202... Generator Loss: 1.0474
Epoch 4/5... Discriminator Loss: 0.7432... Generator Loss: 1.0949
Epoch 4/5... Discriminator Loss: 0.6319... Generator Loss: 1.5626
Epoch 4/5... Discriminator Loss: 0.5606... Generator Loss: 1.6586
Epoch 4/5... Discriminator Loss: 0.7683... Generator Loss: 1.1159
Epoch 4/5... Discriminator Loss: 0.9693... Generator Loss: 0.7149
Epoch 4/5... Discriminator Loss: 0.9670... Generator Loss: 0.9802
Epoch 4/5... Discriminator Loss: 0.9469... Generator Loss: 1.0886
Epoch 4/5... Discriminator Loss: 0.4432... Generator Loss: 1.4479
Epoch 4/5... Discriminator Loss: 1.0977... Generator Loss: 1.0712
Epoch 4/5... Discriminator Loss: 0.7349... Generator Loss: 0.9398
Epoch 4/5... Discriminator Loss: 0.9982... Generator Loss: 0.8024
Epoch 4/5... Discriminator Loss: 0.8111... Generator Loss: 1.2487
Epoch 4/5... Discriminator Loss: 1.2044... Generator Loss: 0.5380
Epoch 4/5... Discriminator Loss: 0.7808... Generator Loss: 0.9152
Epoch 4/5... Discriminator Loss: 1.0691... Generator Loss: 0.5880
Epoch 4/5... Discriminator Loss: 0.8358... Generator Loss: 0.8695

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.